| 2018-12-17 17:08:32,757 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:08:32,757 Evaluation method: MICRO_F1_SCORE | |
| 2018-12-17 17:08:32,792 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:08:33,103 epoch 1 - iter 0/6098 - loss 3.04892707 | |
| 2018-12-17 17:09:37,190 epoch 1 - iter 609/6098 - loss 1.39573178 | |
| 2018-12-17 17:10:41,604 epoch 1 - iter 1218/6098 - loss 1.23114189 | |
| 2018-12-17 17:11:46,139 epoch 1 - iter 1827/6098 - loss 1.15219260 | |
| 2018-12-17 17:12:51,145 epoch 1 - iter 2436/6098 - loss 1.09419998 | |
| 2018-12-17 17:13:55,177 epoch 1 - iter 3045/6098 - loss 1.05112227 | |
| 2018-12-17 17:14:59,281 epoch 1 - iter 3654/6098 - loss 1.01497258 | |
| 2018-12-17 17:16:24,365 epoch 1 - iter 4263/6098 - loss 0.98547172 | |
| 2018-12-17 17:17:28,907 epoch 1 - iter 4872/6098 - loss 0.96011266 | |
| 2018-12-17 17:18:32,200 epoch 1 - iter 5481/6098 - loss 0.93866476 | |
| 2018-12-17 17:19:36,184 epoch 1 - iter 6090/6098 - loss 0.91930244 | |
| 2018-12-17 17:19:37,633 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:19:37,633 EPOCH 1 done: loss 0.9191 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 17:20:53,327 TEST : loss 0.67075139 - f-score 0.7770 - acc 0.7770 | |
| 2018-12-17 17:20:53,332 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:20:53,714 epoch 2 - iter 0/6098 - loss 0.62072289 | |
| 2018-12-17 17:21:12,387 epoch 2 - iter 609/6098 - loss 0.73053390 | |
| 2018-12-17 17:21:30,982 epoch 2 - iter 1218/6098 - loss 0.71795352 | |
| 2018-12-17 17:21:49,533 epoch 2 - iter 1827/6098 - loss 0.71014156 | |
| 2018-12-17 17:22:08,315 epoch 2 - iter 2436/6098 - loss 0.70436481 | |
| 2018-12-17 17:22:27,038 epoch 2 - iter 3045/6098 - loss 0.69780730 | |
| 2018-12-17 17:22:45,510 epoch 2 - iter 3654/6098 - loss 0.69241746 | |
| 2018-12-17 17:23:03,918 epoch 2 - iter 4263/6098 - loss 0.68627258 | |
| 2018-12-17 17:23:22,510 epoch 2 - iter 4872/6098 - loss 0.68046448 | |
| 2018-12-17 17:23:41,273 epoch 2 - iter 5481/6098 - loss 0.67606835 | |
| 2018-12-17 17:23:59,909 epoch 2 - iter 6090/6098 - loss 0.67163829 | |
| 2018-12-17 17:24:00,981 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:24:00,981 EPOCH 2 done: loss 0.6716 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 17:24:38,463 TEST : loss 0.54110867 - f-score 0.8233 - acc 0.8233 | |
| 2018-12-17 17:24:38,468 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:24:38,818 epoch 3 - iter 0/6098 - loss 0.49975160 | |
| 2018-12-17 17:24:57,590 epoch 3 - iter 609/6098 - loss 0.61580776 | |
| 2018-12-17 17:25:16,537 epoch 3 - iter 1218/6098 - loss 0.61619655 | |
| 2018-12-17 17:25:35,239 epoch 3 - iter 1827/6098 - loss 0.61249151 | |
| 2018-12-17 17:25:54,033 epoch 3 - iter 2436/6098 - loss 0.60910093 | |
| 2018-12-17 17:26:12,538 epoch 3 - iter 3045/6098 - loss 0.60694780 | |
| 2018-12-17 17:26:30,865 epoch 3 - iter 3654/6098 - loss 0.60375350 | |
| 2018-12-17 17:26:49,314 epoch 3 - iter 4263/6098 - loss 0.60299440 | |
| 2018-12-17 17:27:08,066 epoch 3 - iter 4872/6098 - loss 0.60033278 | |
| 2018-12-17 17:27:26,777 epoch 3 - iter 5481/6098 - loss 0.59830172 | |
| 2018-12-17 17:27:45,287 epoch 3 - iter 6090/6098 - loss 0.59604873 | |
| 2018-12-17 17:27:46,816 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:27:46,816 EPOCH 3 done: loss 0.5961 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 17:28:26,072 TEST : loss 0.48937422 - f-score 0.8401 - acc 0.8401 | |
| 2018-12-17 17:28:26,077 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:28:26,461 epoch 4 - iter 0/6098 - loss 0.44400913 | |
| 2018-12-17 17:28:45,614 epoch 4 - iter 609/6098 - loss 0.56049492 | |
| 2018-12-17 17:29:04,325 epoch 4 - iter 1218/6098 - loss 0.56189461 | |
| 2018-12-17 17:29:22,941 epoch 4 - iter 1827/6098 - loss 0.56221806 | |
| 2018-12-17 17:29:41,355 epoch 4 - iter 2436/6098 - loss 0.56024630 | |
| 2018-12-17 17:29:59,713 epoch 4 - iter 3045/6098 - loss 0.55709574 | |
| 2018-12-17 17:30:18,366 epoch 4 - iter 3654/6098 - loss 0.55628850 | |
| 2018-12-17 17:30:37,085 epoch 4 - iter 4263/6098 - loss 0.55516494 | |
| 2018-12-17 17:30:55,782 epoch 4 - iter 4872/6098 - loss 0.55448209 | |
| 2018-12-17 17:31:14,390 epoch 4 - iter 5481/6098 - loss 0.55310492 | |
| 2018-12-17 17:31:33,046 epoch 4 - iter 6090/6098 - loss 0.55171625 | |
| 2018-12-17 17:31:33,929 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:31:33,929 EPOCH 4 done: loss 0.5517 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 17:32:07,945 TEST : loss 0.44761255 - f-score 0.8553 - acc 0.8553 | |
| 2018-12-17 17:32:07,949 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:32:08,338 epoch 5 - iter 0/6098 - loss 0.56767434 | |
| 2018-12-17 17:32:27,166 epoch 5 - iter 609/6098 - loss 0.53255624 | |
| 2018-12-17 17:32:45,865 epoch 5 - iter 1218/6098 - loss 0.53185090 | |
| 2018-12-17 17:33:04,463 epoch 5 - iter 1827/6098 - loss 0.53329644 | |
| 2018-12-17 17:33:23,004 epoch 5 - iter 2436/6098 - loss 0.53137083 | |
| 2018-12-17 17:33:41,577 epoch 5 - iter 3045/6098 - loss 0.53061587 | |
| 2018-12-17 17:34:00,072 epoch 5 - iter 3654/6098 - loss 0.52891304 | |
| 2018-12-17 17:34:18,392 epoch 5 - iter 4263/6098 - loss 0.52780632 | |
| 2018-12-17 17:34:37,170 epoch 5 - iter 4872/6098 - loss 0.52773367 | |
| 2018-12-17 17:34:55,833 epoch 5 - iter 5481/6098 - loss 0.52640668 | |
| 2018-12-17 17:35:14,607 epoch 5 - iter 6090/6098 - loss 0.52482188 | |
| 2018-12-17 17:35:15,472 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:35:15,472 EPOCH 5 done: loss 0.5247 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 17:35:50,512 TEST : loss 0.41789496 - f-score 0.8654 - acc 0.8654 | |
| 2018-12-17 17:35:50,517 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:35:50,918 epoch 6 - iter 0/6098 - loss 0.46365181 | |
| 2018-12-17 17:36:09,883 epoch 6 - iter 609/6098 - loss 0.51024046 | |
| 2018-12-17 17:36:30,287 epoch 6 - iter 1218/6098 - loss 0.50815387 | |
| 2018-12-17 17:36:52,302 epoch 6 - iter 1827/6098 - loss 0.50889862 | |
| 2018-12-17 17:37:10,739 epoch 6 - iter 2436/6098 - loss 0.50747721 | |
| 2018-12-17 17:37:29,814 epoch 6 - iter 3045/6098 - loss 0.50657853 | |
| 2018-12-17 17:37:48,728 epoch 6 - iter 3654/6098 - loss 0.50527740 | |
| 2018-12-17 17:38:07,333 epoch 6 - iter 4263/6098 - loss 0.50446257 | |
| 2018-12-17 17:38:26,215 epoch 6 - iter 4872/6098 - loss 0.50325331 | |
| 2018-12-17 17:38:45,262 epoch 6 - iter 5481/6098 - loss 0.50278155 | |
| 2018-12-17 17:39:03,898 epoch 6 - iter 6090/6098 - loss 0.50196411 | |
| 2018-12-17 17:39:04,771 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:39:04,771 EPOCH 6 done: loss 0.5020 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 17:39:48,621 TEST : loss 0.39530072 - f-score 0.8735 - acc 0.8735 | |
| 2018-12-17 17:39:48,626 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:39:49,036 epoch 7 - iter 0/6098 - loss 0.39470783 | |
| 2018-12-17 17:40:07,833 epoch 7 - iter 609/6098 - loss 0.48840530 | |
| 2018-12-17 17:40:26,639 epoch 7 - iter 1218/6098 - loss 0.48797472 | |
| 2018-12-17 17:40:45,571 epoch 7 - iter 1827/6098 - loss 0.48947123 | |
| 2018-12-17 17:41:04,074 epoch 7 - iter 2436/6098 - loss 0.48875536 | |
| 2018-12-17 17:41:22,630 epoch 7 - iter 3045/6098 - loss 0.48782914 | |
| 2018-12-17 17:41:41,433 epoch 7 - iter 3654/6098 - loss 0.48790432 | |
| 2018-12-17 17:41:59,987 epoch 7 - iter 4263/6098 - loss 0.48712577 | |
| 2018-12-17 17:42:18,613 epoch 7 - iter 4872/6098 - loss 0.48682525 | |
| 2018-12-17 17:42:37,096 epoch 7 - iter 5481/6098 - loss 0.48691276 | |
| 2018-12-17 17:42:55,629 epoch 7 - iter 6090/6098 - loss 0.48637328 | |
| 2018-12-17 17:42:56,547 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:42:56,547 EPOCH 7 done: loss 0.4863 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 17:43:32,620 TEST : loss 0.38495463 - f-score 0.8774 - acc 0.8774 | |
| 2018-12-17 17:43:32,625 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:43:33,017 epoch 8 - iter 0/6098 - loss 0.48722368 | |
| 2018-12-17 17:43:51,799 epoch 8 - iter 609/6098 - loss 0.47858413 | |
| 2018-12-17 17:44:10,557 epoch 8 - iter 1218/6098 - loss 0.47806057 | |
| 2018-12-17 17:44:29,112 epoch 8 - iter 1827/6098 - loss 0.47585580 | |
| 2018-12-17 17:44:47,666 epoch 8 - iter 2436/6098 - loss 0.47539929 | |
| 2018-12-17 17:45:06,264 epoch 8 - iter 3045/6098 - loss 0.47674994 | |
| 2018-12-17 17:45:25,017 epoch 8 - iter 3654/6098 - loss 0.47598432 | |
| 2018-12-17 17:45:43,770 epoch 8 - iter 4263/6098 - loss 0.47573638 | |
| 2018-12-17 17:46:02,444 epoch 8 - iter 4872/6098 - loss 0.47542699 | |
| 2018-12-17 17:46:21,373 epoch 8 - iter 5481/6098 - loss 0.47476217 | |
| 2018-12-17 17:46:39,895 epoch 8 - iter 6090/6098 - loss 0.47446346 | |
| 2018-12-17 17:46:40,776 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:46:40,777 EPOCH 8 done: loss 0.4745 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 17:47:14,820 TEST : loss 0.37378401 - f-score 0.8797 - acc 0.8797 | |
| 2018-12-17 17:47:14,825 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:47:15,199 epoch 9 - iter 0/6098 - loss 0.44562030 | |
| 2018-12-17 17:47:33,993 epoch 9 - iter 609/6098 - loss 0.47028769 | |
| 2018-12-17 17:47:52,700 epoch 9 - iter 1218/6098 - loss 0.46803539 | |
| 2018-12-17 17:48:10,998 epoch 9 - iter 1827/6098 - loss 0.46787440 | |
| 2018-12-17 17:48:30,052 epoch 9 - iter 2436/6098 - loss 0.46756279 | |
| 2018-12-17 17:48:48,780 epoch 9 - iter 3045/6098 - loss 0.46692497 | |
| 2018-12-17 17:49:07,269 epoch 9 - iter 3654/6098 - loss 0.46606506 | |
| 2018-12-17 17:49:25,963 epoch 9 - iter 4263/6098 - loss 0.46543112 | |
| 2018-12-17 17:49:44,551 epoch 9 - iter 4872/6098 - loss 0.46567658 | |
| 2018-12-17 17:50:03,486 epoch 9 - iter 5481/6098 - loss 0.46610779 | |
| 2018-12-17 17:50:21,931 epoch 9 - iter 6090/6098 - loss 0.46581756 | |
| 2018-12-17 17:50:22,818 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:50:22,818 EPOCH 9 done: loss 0.4658 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 17:50:58,385 TEST : loss 0.36289713 - f-score 0.8845 - acc 0.8845 | |
| 2018-12-17 17:50:58,389 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:50:58,724 epoch 10 - iter 0/6098 - loss 0.36674041 | |
| 2018-12-17 17:51:17,608 epoch 10 - iter 609/6098 - loss 0.45530222 | |
| 2018-12-17 17:51:36,328 epoch 10 - iter 1218/6098 - loss 0.45556999 | |
| 2018-12-17 17:51:55,002 epoch 10 - iter 1827/6098 - loss 0.45540026 | |
| 2018-12-17 17:52:13,446 epoch 10 - iter 2436/6098 - loss 0.45495018 | |
| 2018-12-17 17:52:31,823 epoch 10 - iter 3045/6098 - loss 0.45522455 | |
| 2018-12-17 17:52:50,471 epoch 10 - iter 3654/6098 - loss 0.45521331 | |
| 2018-12-17 17:53:09,214 epoch 10 - iter 4263/6098 - loss 0.45520071 | |
| 2018-12-17 17:53:27,826 epoch 10 - iter 4872/6098 - loss 0.45520458 | |
| 2018-12-17 17:53:46,511 epoch 10 - iter 5481/6098 - loss 0.45498834 | |
| 2018-12-17 17:54:05,386 epoch 10 - iter 6090/6098 - loss 0.45478198 | |
| 2018-12-17 17:54:06,262 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:54:06,262 EPOCH 10 done: loss 0.4548 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 17:54:40,315 TEST : loss 0.35328934 - f-score 0.8892 - acc 0.8892 | |
| 2018-12-17 17:54:40,320 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:54:40,679 epoch 11 - iter 0/6098 - loss 0.30658862 | |
| 2018-12-17 17:54:59,523 epoch 11 - iter 609/6098 - loss 0.45057586 | |
| 2018-12-17 17:55:18,454 epoch 11 - iter 1218/6098 - loss 0.44929510 | |
| 2018-12-17 17:55:36,631 epoch 11 - iter 1827/6098 - loss 0.44932486 | |
| 2018-12-17 17:55:55,583 epoch 11 - iter 2436/6098 - loss 0.44941865 | |
| 2018-12-17 17:56:14,257 epoch 11 - iter 3045/6098 - loss 0.44916220 | |
| 2018-12-17 17:56:33,265 epoch 11 - iter 3654/6098 - loss 0.44801508 | |
| 2018-12-17 17:56:51,780 epoch 11 - iter 4263/6098 - loss 0.44830256 | |
| 2018-12-17 17:57:10,484 epoch 11 - iter 4872/6098 - loss 0.44782771 | |
| 2018-12-17 17:57:29,275 epoch 11 - iter 5481/6098 - loss 0.44772389 | |
| 2018-12-17 17:57:47,881 epoch 11 - iter 6090/6098 - loss 0.44794192 | |
| 2018-12-17 17:57:48,778 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:57:48,778 EPOCH 11 done: loss 0.4479 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 17:58:22,979 TEST : loss 0.35385835 - f-score 0.8880 - acc 0.8880 | |
| 2018-12-17 17:58:22,984 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 17:58:23,254 epoch 12 - iter 0/6098 - loss 0.35277763 | |
| 2018-12-17 17:58:41,773 epoch 12 - iter 609/6098 - loss 0.44246493 | |
| 2018-12-17 17:59:00,313 epoch 12 - iter 1218/6098 - loss 0.43779556 | |
| 2018-12-17 17:59:18,851 epoch 12 - iter 1827/6098 - loss 0.44161519 | |
| 2018-12-17 17:59:37,803 epoch 12 - iter 2436/6098 - loss 0.44281609 | |
| 2018-12-17 17:59:56,688 epoch 12 - iter 3045/6098 - loss 0.44177808 | |
| 2018-12-17 18:00:15,572 epoch 12 - iter 3654/6098 - loss 0.44174932 | |
| 2018-12-17 18:00:34,293 epoch 12 - iter 4263/6098 - loss 0.44202723 | |
| 2018-12-17 18:00:52,927 epoch 12 - iter 4872/6098 - loss 0.44241186 | |
| 2018-12-17 18:01:11,524 epoch 12 - iter 5481/6098 - loss 0.44203048 | |
| 2018-12-17 18:01:30,398 epoch 12 - iter 6090/6098 - loss 0.44173385 | |
| 2018-12-17 18:01:31,266 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:01:31,266 EPOCH 12 done: loss 0.4417 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:02:05,366 TEST : loss 0.34394023 - f-score 0.8913 - acc 0.8913 | |
| 2018-12-17 18:02:05,370 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:02:05,690 epoch 13 - iter 0/6098 - loss 0.37977675 | |
| 2018-12-17 18:02:24,225 epoch 13 - iter 609/6098 - loss 0.43759229 | |
| 2018-12-17 18:02:43,011 epoch 13 - iter 1218/6098 - loss 0.43929723 | |
| 2018-12-17 18:03:01,692 epoch 13 - iter 1827/6098 - loss 0.43727978 | |
| 2018-12-17 18:03:20,333 epoch 13 - iter 2436/6098 - loss 0.43490429 | |
| 2018-12-17 18:03:38,962 epoch 13 - iter 3045/6098 - loss 0.43448666 | |
| 2018-12-17 18:03:57,476 epoch 13 - iter 3654/6098 - loss 0.43433538 | |
| 2018-12-17 18:04:15,975 epoch 13 - iter 4263/6098 - loss 0.43528792 | |
| 2018-12-17 18:04:34,756 epoch 13 - iter 4872/6098 - loss 0.43506268 | |
| 2018-12-17 18:04:53,445 epoch 13 - iter 5481/6098 - loss 0.43515978 | |
| 2018-12-17 18:05:12,314 epoch 13 - iter 6090/6098 - loss 0.43531186 | |
| 2018-12-17 18:05:13,240 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:05:13,240 EPOCH 13 done: loss 0.4353 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:05:47,341 TEST : loss 0.33496633 - f-score 0.8957 - acc 0.8957 | |
| 2018-12-17 18:05:47,346 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:05:47,568 epoch 14 - iter 0/6098 - loss 0.31439266 | |
| 2018-12-17 18:06:06,166 epoch 14 - iter 609/6098 - loss 0.42220503 | |
| 2018-12-17 18:06:25,095 epoch 14 - iter 1218/6098 - loss 0.42746278 | |
| 2018-12-17 18:06:43,712 epoch 14 - iter 1827/6098 - loss 0.42887625 | |
| 2018-12-17 18:07:02,437 epoch 14 - iter 2436/6098 - loss 0.43045179 | |
| 2018-12-17 18:07:21,197 epoch 14 - iter 3045/6098 - loss 0.43077946 | |
| 2018-12-17 18:07:39,738 epoch 14 - iter 3654/6098 - loss 0.43091147 | |
| 2018-12-17 18:07:58,621 epoch 14 - iter 4263/6098 - loss 0.43083066 | |
| 2018-12-17 18:08:17,428 epoch 14 - iter 4872/6098 - loss 0.43106853 | |
| 2018-12-17 18:08:36,756 epoch 14 - iter 5481/6098 - loss 0.43084640 | |
| 2018-12-17 18:08:55,721 epoch 14 - iter 6090/6098 - loss 0.43007266 | |
| 2018-12-17 18:08:56,735 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:08:56,735 EPOCH 14 done: loss 0.4300 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:09:45,458 TEST : loss 0.33041170 - f-score 0.8971 - acc 0.8971 | |
| 2018-12-17 18:09:45,462 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:09:45,828 epoch 15 - iter 0/6098 - loss 0.74475294 | |
| 2018-12-17 18:10:09,359 epoch 15 - iter 609/6098 - loss 0.42648410 | |
| 2018-12-17 18:10:28,199 epoch 15 - iter 1218/6098 - loss 0.42629871 | |
| 2018-12-17 18:10:47,078 epoch 15 - iter 1827/6098 - loss 0.42560842 | |
| 2018-12-17 18:11:06,125 epoch 15 - iter 2436/6098 - loss 0.42581286 | |
| 2018-12-17 18:11:25,035 epoch 15 - iter 3045/6098 - loss 0.42563374 | |
| 2018-12-17 18:11:43,715 epoch 15 - iter 3654/6098 - loss 0.42607663 | |
| 2018-12-17 18:12:02,501 epoch 15 - iter 4263/6098 - loss 0.42634452 | |
| 2018-12-17 18:12:21,270 epoch 15 - iter 4872/6098 - loss 0.42579528 | |
| 2018-12-17 18:12:40,112 epoch 15 - iter 5481/6098 - loss 0.42563357 | |
| 2018-12-17 18:12:58,908 epoch 15 - iter 6090/6098 - loss 0.42515123 | |
| 2018-12-17 18:12:59,764 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:12:59,764 EPOCH 15 done: loss 0.4251 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:13:33,918 TEST : loss 0.32428527 - f-score 0.8986 - acc 0.8986 | |
| 2018-12-17 18:13:33,923 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:13:34,191 epoch 16 - iter 0/6098 - loss 0.34567469 | |
| 2018-12-17 18:13:53,303 epoch 16 - iter 609/6098 - loss 0.41890566 | |
| 2018-12-17 18:14:11,897 epoch 16 - iter 1218/6098 - loss 0.42035474 | |
| 2018-12-17 18:14:30,513 epoch 16 - iter 1827/6098 - loss 0.42219123 | |
| 2018-12-17 18:14:49,219 epoch 16 - iter 2436/6098 - loss 0.42245078 | |
| 2018-12-17 18:15:07,931 epoch 16 - iter 3045/6098 - loss 0.42165303 | |
| 2018-12-17 18:15:26,511 epoch 16 - iter 3654/6098 - loss 0.42116985 | |
| 2018-12-17 18:15:45,225 epoch 16 - iter 4263/6098 - loss 0.42122872 | |
| 2018-12-17 18:16:03,938 epoch 16 - iter 4872/6098 - loss 0.42120295 | |
| 2018-12-17 18:16:22,673 epoch 16 - iter 5481/6098 - loss 0.42163716 | |
| 2018-12-17 18:16:41,354 epoch 16 - iter 6090/6098 - loss 0.42170472 | |
| 2018-12-17 18:16:42,232 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:16:42,232 EPOCH 16 done: loss 0.4218 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:17:16,326 TEST : loss 0.32389832 - f-score 0.8990 - acc 0.8990 | |
| 2018-12-17 18:17:16,330 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:17:16,716 epoch 17 - iter 0/6098 - loss 0.51025623 | |
| 2018-12-17 18:17:35,600 epoch 17 - iter 609/6098 - loss 0.41908680 | |
| 2018-12-17 18:17:54,623 epoch 17 - iter 1218/6098 - loss 0.41670361 | |
| 2018-12-17 18:18:13,454 epoch 17 - iter 1827/6098 - loss 0.41737947 | |
| 2018-12-17 18:18:32,027 epoch 17 - iter 2436/6098 - loss 0.41574592 | |
| 2018-12-17 18:18:50,613 epoch 17 - iter 3045/6098 - loss 0.41598785 | |
| 2018-12-17 18:19:09,287 epoch 17 - iter 3654/6098 - loss 0.41724996 | |
| 2018-12-17 18:19:28,590 epoch 17 - iter 4263/6098 - loss 0.41727733 | |
| 2018-12-17 18:19:47,328 epoch 17 - iter 4872/6098 - loss 0.41818335 | |
| 2018-12-17 18:20:05,825 epoch 17 - iter 5481/6098 - loss 0.41815928 | |
| 2018-12-17 18:20:24,258 epoch 17 - iter 6090/6098 - loss 0.41855316 | |
| 2018-12-17 18:20:25,172 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:20:25,172 EPOCH 17 done: loss 0.4185 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:21:19,863 TEST : loss 0.32325724 - f-score 0.8996 - acc 0.8996 | |
| 2018-12-17 18:21:19,868 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:21:20,252 epoch 18 - iter 0/6098 - loss 0.36914563 | |
| 2018-12-17 18:21:38,849 epoch 18 - iter 609/6098 - loss 0.41280614 | |
| 2018-12-17 18:21:57,661 epoch 18 - iter 1218/6098 - loss 0.41437104 | |
| 2018-12-17 18:22:16,526 epoch 18 - iter 1827/6098 - loss 0.41554758 | |
| 2018-12-17 18:22:35,030 epoch 18 - iter 2436/6098 - loss 0.41501240 | |
| 2018-12-17 18:22:53,794 epoch 18 - iter 3045/6098 - loss 0.41541646 | |
| 2018-12-17 18:23:12,411 epoch 18 - iter 3654/6098 - loss 0.41491184 | |
| 2018-12-17 18:23:31,045 epoch 18 - iter 4263/6098 - loss 0.41477379 | |
| 2018-12-17 18:23:49,907 epoch 18 - iter 4872/6098 - loss 0.41550882 | |
| 2018-12-17 18:24:08,606 epoch 18 - iter 5481/6098 - loss 0.41522806 | |
| 2018-12-17 18:24:27,451 epoch 18 - iter 6090/6098 - loss 0.41528320 | |
| 2018-12-17 18:24:28,285 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:24:28,285 EPOCH 18 done: loss 0.4153 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:25:02,366 TEST : loss 0.31679779 - f-score 0.9021 - acc 0.9021 | |
| 2018-12-17 18:25:02,371 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:25:02,739 epoch 19 - iter 0/6098 - loss 0.34364033 | |
| 2018-12-17 18:25:21,698 epoch 19 - iter 609/6098 - loss 0.41054738 | |
| 2018-12-17 18:25:40,293 epoch 19 - iter 1218/6098 - loss 0.41031469 | |
| 2018-12-17 18:25:58,889 epoch 19 - iter 1827/6098 - loss 0.41217104 | |
| 2018-12-17 18:26:17,504 epoch 19 - iter 2436/6098 - loss 0.41266219 | |
| 2018-12-17 18:26:36,034 epoch 19 - iter 3045/6098 - loss 0.41267883 | |
| 2018-12-17 18:26:54,892 epoch 19 - iter 3654/6098 - loss 0.41175714 | |
| 2018-12-17 18:27:13,398 epoch 19 - iter 4263/6098 - loss 0.41079395 | |
| 2018-12-17 18:27:32,304 epoch 19 - iter 4872/6098 - loss 0.41127620 | |
| 2018-12-17 18:27:50,861 epoch 19 - iter 5481/6098 - loss 0.41150669 | |
| 2018-12-17 18:28:09,732 epoch 19 - iter 6090/6098 - loss 0.41161044 | |
| 2018-12-17 18:28:10,625 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:28:10,626 EPOCH 19 done: loss 0.4116 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:28:44,807 TEST : loss 0.31768671 - f-score 0.9014 - acc 0.9014 | |
| 2018-12-17 18:28:44,812 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:28:45,143 epoch 20 - iter 0/6098 - loss 0.39723796 | |
| 2018-12-17 18:29:04,149 epoch 20 - iter 609/6098 - loss 0.40365396 | |
| 2018-12-17 18:29:22,884 epoch 20 - iter 1218/6098 - loss 0.40483160 | |
| 2018-12-17 18:29:41,504 epoch 20 - iter 1827/6098 - loss 0.40538224 | |
| 2018-12-17 18:30:00,142 epoch 20 - iter 2436/6098 - loss 0.40523954 | |
| 2018-12-17 18:30:18,860 epoch 20 - iter 3045/6098 - loss 0.40714801 | |
| 2018-12-17 18:30:37,519 epoch 20 - iter 3654/6098 - loss 0.40877803 | |
| 2018-12-17 18:30:55,993 epoch 20 - iter 4263/6098 - loss 0.40818484 | |
| 2018-12-17 18:31:14,704 epoch 20 - iter 4872/6098 - loss 0.40825690 | |
| 2018-12-17 18:31:33,364 epoch 20 - iter 5481/6098 - loss 0.40834941 | |
| 2018-12-17 18:31:52,192 epoch 20 - iter 6090/6098 - loss 0.40822982 | |
| 2018-12-17 18:31:53,071 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:31:53,071 EPOCH 20 done: loss 0.4082 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:32:27,211 TEST : loss 0.31272012 - f-score 0.9026 - acc 0.9026 | |
| 2018-12-17 18:32:27,215 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:32:27,555 epoch 21 - iter 0/6098 - loss 0.31154135 | |
| 2018-12-17 18:32:46,194 epoch 21 - iter 609/6098 - loss 0.40472258 | |
| 2018-12-17 18:33:04,865 epoch 21 - iter 1218/6098 - loss 0.40644092 | |
| 2018-12-17 18:33:23,749 epoch 21 - iter 1827/6098 - loss 0.40852480 | |
| 2018-12-17 18:33:42,254 epoch 21 - iter 2436/6098 - loss 0.40771988 | |
| 2018-12-17 18:34:01,107 epoch 21 - iter 3045/6098 - loss 0.40751629 | |
| 2018-12-17 18:34:19,717 epoch 21 - iter 3654/6098 - loss 0.40746656 | |
| 2018-12-17 18:34:38,646 epoch 21 - iter 4263/6098 - loss 0.40699223 | |
| 2018-12-17 18:34:57,435 epoch 21 - iter 4872/6098 - loss 0.40620811 | |
| 2018-12-17 18:35:16,103 epoch 21 - iter 5481/6098 - loss 0.40663399 | |
| 2018-12-17 18:35:34,803 epoch 21 - iter 6090/6098 - loss 0.40724263 | |
| 2018-12-17 18:35:35,691 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:35:35,691 EPOCH 21 done: loss 0.4072 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:36:09,426 TEST : loss 0.30997401 - f-score 0.9040 - acc 0.9040 | |
| 2018-12-17 18:36:09,432 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:36:09,686 epoch 22 - iter 0/6098 - loss 0.39067584 | |
| 2018-12-17 18:36:27,800 epoch 22 - iter 609/6098 - loss 0.40001281 | |
| 2018-12-17 18:36:46,053 epoch 22 - iter 1218/6098 - loss 0.40508661 | |
| 2018-12-17 18:37:04,270 epoch 22 - iter 1827/6098 - loss 0.40512585 | |
| 2018-12-17 18:37:22,215 epoch 22 - iter 2436/6098 - loss 0.40653318 | |
| 2018-12-17 18:37:40,357 epoch 22 - iter 3045/6098 - loss 0.40444628 | |
| 2018-12-17 18:37:58,639 epoch 22 - iter 3654/6098 - loss 0.40484442 | |
| 2018-12-17 18:38:16,640 epoch 22 - iter 4263/6098 - loss 0.40441653 | |
| 2018-12-17 18:38:34,463 epoch 22 - iter 4872/6098 - loss 0.40416942 | |
| 2018-12-17 18:38:52,578 epoch 22 - iter 5481/6098 - loss 0.40487100 | |
| 2018-12-17 18:39:10,821 epoch 22 - iter 6090/6098 - loss 0.40509444 | |
| 2018-12-17 18:39:11,687 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:39:11,687 EPOCH 22 done: loss 0.4050 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:39:47,355 TEST : loss 0.30621496 - f-score 0.9050 - acc 0.9050 | |
| 2018-12-17 18:39:47,360 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:39:47,686 epoch 23 - iter 0/6098 - loss 0.45009267 | |
| 2018-12-17 18:40:06,437 epoch 23 - iter 609/6098 - loss 0.39775847 | |
| 2018-12-17 18:40:24,730 epoch 23 - iter 1218/6098 - loss 0.39970164 | |
| 2018-12-17 18:40:43,531 epoch 23 - iter 1827/6098 - loss 0.40081063 | |
| 2018-12-17 18:41:01,948 epoch 23 - iter 2436/6098 - loss 0.40110446 | |
| 2018-12-17 18:41:20,534 epoch 23 - iter 3045/6098 - loss 0.40196396 | |
| 2018-12-17 18:41:39,400 epoch 23 - iter 3654/6098 - loss 0.40193212 | |
| 2018-12-17 18:42:00,264 epoch 23 - iter 4263/6098 - loss 0.40280060 | |
| 2018-12-17 18:42:18,709 epoch 23 - iter 4872/6098 - loss 0.40246492 | |
| 2018-12-17 18:42:37,178 epoch 23 - iter 5481/6098 - loss 0.40257288 | |
| 2018-12-17 18:42:55,795 epoch 23 - iter 6090/6098 - loss 0.40199633 | |
| 2018-12-17 18:42:56,715 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:42:56,716 EPOCH 23 done: loss 0.4020 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:43:34,000 TEST : loss 0.30812407 - f-score 0.9047 - acc 0.9047 | |
| 2018-12-17 18:43:34,005 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:43:34,227 epoch 24 - iter 0/6098 - loss 0.38155174 | |
| 2018-12-17 18:43:52,657 epoch 24 - iter 609/6098 - loss 0.39968621 | |
| 2018-12-17 18:44:11,687 epoch 24 - iter 1218/6098 - loss 0.40188897 | |
| 2018-12-17 18:44:30,384 epoch 24 - iter 1827/6098 - loss 0.40072237 | |
| 2018-12-17 18:44:48,844 epoch 24 - iter 2436/6098 - loss 0.39899237 | |
| 2018-12-17 18:45:07,217 epoch 24 - iter 3045/6098 - loss 0.40000767 | |
| 2018-12-17 18:45:25,148 epoch 24 - iter 3654/6098 - loss 0.40021648 | |
| 2018-12-17 18:45:43,121 epoch 24 - iter 4263/6098 - loss 0.40055974 | |
| 2018-12-17 18:46:01,190 epoch 24 - iter 4872/6098 - loss 0.40059387 | |
| 2018-12-17 18:46:19,258 epoch 24 - iter 5481/6098 - loss 0.40145863 | |
| 2018-12-17 18:46:37,645 epoch 24 - iter 6090/6098 - loss 0.40157232 | |
| 2018-12-17 18:46:38,614 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:46:38,614 EPOCH 24 done: loss 0.4016 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:47:11,542 TEST : loss 0.30576983 - f-score 0.9048 - acc 0.9048 | |
| 2018-12-17 18:47:11,547 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:47:11,849 epoch 25 - iter 0/6098 - loss 0.44591275 | |
| 2018-12-17 18:47:30,256 epoch 25 - iter 609/6098 - loss 0.40700221 | |
| 2018-12-17 18:47:48,526 epoch 25 - iter 1218/6098 - loss 0.40410812 | |
| 2018-12-17 18:48:06,566 epoch 25 - iter 1827/6098 - loss 0.40150717 | |
| 2018-12-17 18:48:24,776 epoch 25 - iter 2436/6098 - loss 0.40240891 | |
| 2018-12-17 18:48:43,126 epoch 25 - iter 3045/6098 - loss 0.40040513 | |
| 2018-12-17 18:49:01,411 epoch 25 - iter 3654/6098 - loss 0.39997032 | |
| 2018-12-17 18:49:20,091 epoch 25 - iter 4263/6098 - loss 0.40000200 | |
| 2018-12-17 18:49:38,390 epoch 25 - iter 4872/6098 - loss 0.40034712 | |
| 2018-12-17 18:49:56,922 epoch 25 - iter 5481/6098 - loss 0.39984439 | |
| 2018-12-17 18:50:15,032 epoch 25 - iter 6090/6098 - loss 0.39901982 | |
| 2018-12-17 18:50:15,965 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:50:15,965 EPOCH 25 done: loss 0.3990 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:50:53,370 TEST : loss 0.30324930 - f-score 0.9057 - acc 0.9057 | |
| 2018-12-17 18:50:53,376 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:50:53,594 epoch 26 - iter 0/6098 - loss 0.44584334 | |
| 2018-12-17 18:51:11,733 epoch 26 - iter 609/6098 - loss 0.39659738 | |
| 2018-12-17 18:51:30,085 epoch 26 - iter 1218/6098 - loss 0.39401023 | |
| 2018-12-17 18:51:48,062 epoch 26 - iter 1827/6098 - loss 0.39536153 | |
| 2018-12-17 18:52:06,501 epoch 26 - iter 2436/6098 - loss 0.39627603 | |
| 2018-12-17 18:52:24,760 epoch 26 - iter 3045/6098 - loss 0.39606092 | |
| 2018-12-17 18:52:42,736 epoch 26 - iter 3654/6098 - loss 0.39674314 | |
| 2018-12-17 18:53:00,864 epoch 26 - iter 4263/6098 - loss 0.39762495 | |
| 2018-12-17 18:53:18,822 epoch 26 - iter 4872/6098 - loss 0.39775473 | |
| 2018-12-17 18:53:37,151 epoch 26 - iter 5481/6098 - loss 0.39779047 | |
| 2018-12-17 18:53:55,089 epoch 26 - iter 6090/6098 - loss 0.39750277 | |
| 2018-12-17 18:53:55,964 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:53:55,964 EPOCH 26 done: loss 0.3975 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:54:29,786 TEST : loss 0.30296448 - f-score 0.9066 - acc 0.9066 | |
| 2018-12-17 18:54:29,791 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:54:30,113 epoch 27 - iter 0/6098 - loss 0.29158562 | |
| 2018-12-17 18:54:49,295 epoch 27 - iter 609/6098 - loss 0.39525461 | |
| 2018-12-17 18:55:08,388 epoch 27 - iter 1218/6098 - loss 0.39370115 | |
| 2018-12-17 18:55:26,831 epoch 27 - iter 1827/6098 - loss 0.39527585 | |
| 2018-12-17 18:55:44,848 epoch 27 - iter 2436/6098 - loss 0.39447328 | |
| 2018-12-17 18:56:02,540 epoch 27 - iter 3045/6098 - loss 0.39469694 | |
| 2018-12-17 18:56:20,737 epoch 27 - iter 3654/6098 - loss 0.39571783 | |
| 2018-12-17 18:56:38,748 epoch 27 - iter 4263/6098 - loss 0.39536659 | |
| 2018-12-17 18:56:56,571 epoch 27 - iter 4872/6098 - loss 0.39502378 | |
| 2018-12-17 18:57:14,605 epoch 27 - iter 5481/6098 - loss 0.39526328 | |
| 2018-12-17 18:57:32,538 epoch 27 - iter 6090/6098 - loss 0.39511966 | |
| 2018-12-17 18:57:33,408 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:57:33,409 EPOCH 27 done: loss 0.3951 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 18:58:06,344 TEST : loss 0.29943144 - f-score 0.9074 - acc 0.9074 | |
| 2018-12-17 18:58:06,349 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 18:58:06,561 epoch 28 - iter 0/6098 - loss 0.30296171 | |
| 2018-12-17 18:58:24,812 epoch 28 - iter 609/6098 - loss 0.38870324 | |
| 2018-12-17 18:58:43,021 epoch 28 - iter 1218/6098 - loss 0.38704477 | |
| 2018-12-17 18:59:01,354 epoch 28 - iter 1827/6098 - loss 0.38830800 | |
| 2018-12-17 18:59:19,475 epoch 28 - iter 2436/6098 - loss 0.38831403 | |
| 2018-12-17 18:59:37,699 epoch 28 - iter 3045/6098 - loss 0.38831530 | |
| 2018-12-17 18:59:55,797 epoch 28 - iter 3654/6098 - loss 0.38816459 | |
| 2018-12-17 19:00:13,858 epoch 28 - iter 4263/6098 - loss 0.38893745 | |
| 2018-12-17 19:00:31,814 epoch 28 - iter 4872/6098 - loss 0.39009725 | |
| 2018-12-17 19:00:49,790 epoch 28 - iter 5481/6098 - loss 0.39100153 | |
| 2018-12-17 19:01:07,879 epoch 28 - iter 6090/6098 - loss 0.39183553 | |
| 2018-12-17 19:01:08,783 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:01:08,784 EPOCH 28 done: loss 0.3919 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:01:41,719 TEST : loss 0.29630768 - f-score 0.9092 - acc 0.9092 | |
| 2018-12-17 19:01:41,723 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:01:42,020 epoch 29 - iter 0/6098 - loss 0.27662161 | |
| 2018-12-17 19:02:00,399 epoch 29 - iter 609/6098 - loss 0.39314219 | |
| 2018-12-17 19:02:18,645 epoch 29 - iter 1218/6098 - loss 0.38940155 | |
| 2018-12-17 19:02:36,699 epoch 29 - iter 1827/6098 - loss 0.38853205 | |
| 2018-12-17 19:02:54,738 epoch 29 - iter 2436/6098 - loss 0.38899335 | |
| 2018-12-17 19:03:12,962 epoch 29 - iter 3045/6098 - loss 0.38997918 | |
| 2018-12-17 19:03:31,084 epoch 29 - iter 3654/6098 - loss 0.38969113 | |
| 2018-12-17 19:03:49,144 epoch 29 - iter 4263/6098 - loss 0.39027769 | |
| 2018-12-17 19:04:06,971 epoch 29 - iter 4872/6098 - loss 0.39056943 | |
| 2018-12-17 19:04:25,218 epoch 29 - iter 5481/6098 - loss 0.39069904 | |
| 2018-12-17 19:04:43,130 epoch 29 - iter 6090/6098 - loss 0.39088084 | |
| 2018-12-17 19:04:44,040 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:04:44,040 EPOCH 29 done: loss 0.3909 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:05:16,954 TEST : loss 0.29584011 - f-score 0.9090 - acc 0.9090 | |
| 2018-12-17 19:05:16,959 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:05:17,185 epoch 30 - iter 0/6098 - loss 0.41284287 | |
| 2018-12-17 19:05:35,847 epoch 30 - iter 609/6098 - loss 0.39317685 | |
| 2018-12-17 19:05:53,691 epoch 30 - iter 1218/6098 - loss 0.38944511 | |
| 2018-12-17 19:06:11,457 epoch 30 - iter 1827/6098 - loss 0.39042738 | |
| 2018-12-17 19:06:29,343 epoch 30 - iter 2436/6098 - loss 0.38986114 | |
| 2018-12-17 19:06:47,232 epoch 30 - iter 3045/6098 - loss 0.39014924 | |
| 2018-12-17 19:07:05,444 epoch 30 - iter 3654/6098 - loss 0.39056116 | |
| 2018-12-17 19:07:23,577 epoch 30 - iter 4263/6098 - loss 0.39238337 | |
| 2018-12-17 19:07:41,716 epoch 30 - iter 4872/6098 - loss 0.39193395 | |
| 2018-12-17 19:07:59,956 epoch 30 - iter 5481/6098 - loss 0.39187004 | |
| 2018-12-17 19:08:18,129 epoch 30 - iter 6090/6098 - loss 0.39189277 | |
| 2018-12-17 19:08:19,003 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:08:19,003 EPOCH 30 done: loss 0.3919 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:08:51,951 TEST : loss 0.29533225 - f-score 0.9083 - acc 0.9083 | |
| 2018-12-17 19:08:51,956 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:08:52,265 epoch 31 - iter 0/6098 - loss 0.35881424 | |
| 2018-12-17 19:09:10,516 epoch 31 - iter 609/6098 - loss 0.38357747 | |
| 2018-12-17 19:09:28,607 epoch 31 - iter 1218/6098 - loss 0.38184622 | |
| 2018-12-17 19:09:47,063 epoch 31 - iter 1827/6098 - loss 0.38523896 | |
| 2018-12-17 19:10:05,131 epoch 31 - iter 2436/6098 - loss 0.38643574 | |
| 2018-12-17 19:10:23,832 epoch 31 - iter 3045/6098 - loss 0.38712516 | |
| 2018-12-17 19:10:42,326 epoch 31 - iter 3654/6098 - loss 0.38903105 | |
| 2018-12-17 19:11:00,841 epoch 31 - iter 4263/6098 - loss 0.38927836 | |
| 2018-12-17 19:11:19,180 epoch 31 - iter 4872/6098 - loss 0.38931454 | |
| 2018-12-17 19:11:37,757 epoch 31 - iter 5481/6098 - loss 0.38884142 | |
| 2018-12-17 19:11:56,314 epoch 31 - iter 6090/6098 - loss 0.38998628 | |
| 2018-12-17 19:11:57,205 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:11:57,205 EPOCH 31 done: loss 0.3900 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 19:12:54,302 TEST : loss 0.29046726 - f-score 0.9101 - acc 0.9101 | |
| 2018-12-17 19:12:54,307 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:12:54,540 epoch 32 - iter 0/6098 - loss 0.42134118 | |
| 2018-12-17 19:13:13,105 epoch 32 - iter 609/6098 - loss 0.38383969 | |
| 2018-12-17 19:13:31,228 epoch 32 - iter 1218/6098 - loss 0.38402521 | |
| 2018-12-17 19:13:49,514 epoch 32 - iter 1827/6098 - loss 0.38527824 | |
| 2018-12-17 19:14:07,742 epoch 32 - iter 2436/6098 - loss 0.38608581 | |
| 2018-12-17 19:14:26,400 epoch 32 - iter 3045/6098 - loss 0.38740214 | |
| 2018-12-17 19:14:44,385 epoch 32 - iter 3654/6098 - loss 0.38676594 | |
| 2018-12-17 19:15:02,519 epoch 32 - iter 4263/6098 - loss 0.38672231 | |
| 2018-12-17 19:15:20,618 epoch 32 - iter 4872/6098 - loss 0.38684408 | |
| 2018-12-17 19:15:38,622 epoch 32 - iter 5481/6098 - loss 0.38715598 | |
| 2018-12-17 19:15:56,792 epoch 32 - iter 6090/6098 - loss 0.38742462 | |
| 2018-12-17 19:15:57,670 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:15:57,670 EPOCH 32 done: loss 0.3874 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:16:30,641 TEST : loss 0.29253864 - f-score 0.9101 - acc 0.9101 | |
| 2018-12-17 19:16:30,645 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:16:30,942 epoch 33 - iter 0/6098 - loss 0.39810342 | |
| 2018-12-17 19:16:49,136 epoch 33 - iter 609/6098 - loss 0.37894131 | |
| 2018-12-17 19:17:07,296 epoch 33 - iter 1218/6098 - loss 0.38236885 | |
| 2018-12-17 19:17:26,819 epoch 33 - iter 1827/6098 - loss 0.38487015 | |
| 2018-12-17 19:17:45,044 epoch 33 - iter 2436/6098 - loss 0.38587091 | |
| 2018-12-17 19:18:03,296 epoch 33 - iter 3045/6098 - loss 0.38640350 | |
| 2018-12-17 19:18:21,394 epoch 33 - iter 3654/6098 - loss 0.38646016 | |
| 2018-12-17 19:18:39,288 epoch 33 - iter 4263/6098 - loss 0.38590413 | |
| 2018-12-17 19:18:57,471 epoch 33 - iter 4872/6098 - loss 0.38658140 | |
| 2018-12-17 19:19:15,451 epoch 33 - iter 5481/6098 - loss 0.38654880 | |
| 2018-12-17 19:19:33,576 epoch 33 - iter 6090/6098 - loss 0.38674865 | |
| 2018-12-17 19:19:34,506 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:19:34,507 EPOCH 33 done: loss 0.3867 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:20:07,545 TEST : loss 0.29151511 - f-score 0.9102 - acc 0.9102 | |
| 2018-12-17 19:20:07,550 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:20:07,763 epoch 34 - iter 0/6098 - loss 0.36793232 | |
| 2018-12-17 19:20:25,967 epoch 34 - iter 609/6098 - loss 0.39118605 | |
| 2018-12-17 19:20:44,207 epoch 34 - iter 1218/6098 - loss 0.38556336 | |
| 2018-12-17 19:21:02,419 epoch 34 - iter 1827/6098 - loss 0.38342908 | |
| 2018-12-17 19:21:20,567 epoch 34 - iter 2436/6098 - loss 0.38269020 | |
| 2018-12-17 19:21:38,760 epoch 34 - iter 3045/6098 - loss 0.38397987 | |
| 2018-12-17 19:21:56,499 epoch 34 - iter 3654/6098 - loss 0.38444275 | |
| 2018-12-17 19:22:14,613 epoch 34 - iter 4263/6098 - loss 0.38441725 | |
| 2018-12-17 19:22:32,799 epoch 34 - iter 4872/6098 - loss 0.38445190 | |
| 2018-12-17 19:22:51,061 epoch 34 - iter 5481/6098 - loss 0.38455693 | |
| 2018-12-17 19:23:08,848 epoch 34 - iter 6090/6098 - loss 0.38517261 | |
| 2018-12-17 19:23:09,737 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:23:09,737 EPOCH 34 done: loss 0.3852 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:23:42,619 TEST : loss 0.29028958 - f-score 0.9100 - acc 0.9100 | |
| 2018-12-17 19:23:42,624 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:23:42,927 epoch 35 - iter 0/6098 - loss 0.40279919 | |
| 2018-12-17 19:24:01,259 epoch 35 - iter 609/6098 - loss 0.38420632 | |
| 2018-12-17 19:24:19,485 epoch 35 - iter 1218/6098 - loss 0.38423891 | |
| 2018-12-17 19:24:37,646 epoch 35 - iter 1827/6098 - loss 0.38410955 | |
| 2018-12-17 19:24:55,650 epoch 35 - iter 2436/6098 - loss 0.38298215 | |
| 2018-12-17 19:25:13,814 epoch 35 - iter 3045/6098 - loss 0.38333440 | |
| 2018-12-17 19:25:31,677 epoch 35 - iter 3654/6098 - loss 0.38364992 | |
| 2018-12-17 19:25:49,802 epoch 35 - iter 4263/6098 - loss 0.38451927 | |
| 2018-12-17 19:26:07,841 epoch 35 - iter 4872/6098 - loss 0.38428337 | |
| 2018-12-17 19:26:26,004 epoch 35 - iter 5481/6098 - loss 0.38460186 | |
| 2018-12-17 19:26:44,151 epoch 35 - iter 6090/6098 - loss 0.38445062 | |
| 2018-12-17 19:26:45,049 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:26:45,049 EPOCH 35 done: loss 0.3845 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:27:18,015 TEST : loss 0.28683135 - f-score 0.9115 - acc 0.9115 | |
| 2018-12-17 19:27:18,021 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:27:18,236 epoch 36 - iter 0/6098 - loss 0.35884535 | |
| 2018-12-17 19:27:36,337 epoch 36 - iter 609/6098 - loss 0.38603183 | |
| 2018-12-17 19:27:54,588 epoch 36 - iter 1218/6098 - loss 0.38513105 | |
| 2018-12-17 19:28:12,980 epoch 36 - iter 1827/6098 - loss 0.38554680 | |
| 2018-12-17 19:28:31,036 epoch 36 - iter 2436/6098 - loss 0.38553768 | |
| 2018-12-17 19:28:49,209 epoch 36 - iter 3045/6098 - loss 0.38417041 | |
| 2018-12-17 19:29:07,377 epoch 36 - iter 3654/6098 - loss 0.38363434 | |
| 2018-12-17 19:29:25,481 epoch 36 - iter 4263/6098 - loss 0.38392244 | |
| 2018-12-17 19:29:43,566 epoch 36 - iter 4872/6098 - loss 0.38424596 | |
| 2018-12-17 19:30:01,832 epoch 36 - iter 5481/6098 - loss 0.38434483 | |
| 2018-12-17 19:30:19,794 epoch 36 - iter 6090/6098 - loss 0.38430470 | |
| 2018-12-17 19:30:20,725 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:30:20,725 EPOCH 36 done: loss 0.3843 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:30:53,714 TEST : loss 0.29063311 - f-score 0.9109 - acc 0.9109 | |
| 2018-12-17 19:30:53,719 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:30:54,011 epoch 37 - iter 0/6098 - loss 0.25708103 | |
| 2018-12-17 19:31:12,311 epoch 37 - iter 609/6098 - loss 0.37677976 | |
| 2018-12-17 19:31:30,512 epoch 37 - iter 1218/6098 - loss 0.37993417 | |
| 2018-12-17 19:31:48,832 epoch 37 - iter 1827/6098 - loss 0.38015353 | |
| 2018-12-17 19:32:07,077 epoch 37 - iter 2436/6098 - loss 0.38197542 | |
| 2018-12-17 19:32:25,043 epoch 37 - iter 3045/6098 - loss 0.38145326 | |
| 2018-12-17 19:32:43,289 epoch 37 - iter 3654/6098 - loss 0.38195484 | |
| 2018-12-17 19:33:01,422 epoch 37 - iter 4263/6098 - loss 0.38219745 | |
| 2018-12-17 19:33:19,536 epoch 37 - iter 4872/6098 - loss 0.38218135 | |
| 2018-12-17 19:33:37,677 epoch 37 - iter 5481/6098 - loss 0.38246351 | |
| 2018-12-17 19:33:55,405 epoch 37 - iter 6090/6098 - loss 0.38309813 | |
| 2018-12-17 19:33:56,326 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:33:56,327 EPOCH 37 done: loss 0.3831 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:34:29,331 TEST : loss 0.28644252 - f-score 0.9124 - acc 0.9124 | |
| 2018-12-17 19:34:29,337 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:34:29,552 epoch 38 - iter 0/6098 - loss 0.57024252 | |
| 2018-12-17 19:34:48,065 epoch 38 - iter 609/6098 - loss 0.37753345 | |
| 2018-12-17 19:35:06,055 epoch 38 - iter 1218/6098 - loss 0.37816050 | |
| 2018-12-17 19:35:24,063 epoch 38 - iter 1827/6098 - loss 0.38082271 | |
| 2018-12-17 19:35:42,156 epoch 38 - iter 2436/6098 - loss 0.38001963 | |
| 2018-12-17 19:36:00,366 epoch 38 - iter 3045/6098 - loss 0.38057797 | |
| 2018-12-17 19:36:18,243 epoch 38 - iter 3654/6098 - loss 0.38036785 | |
| 2018-12-17 19:36:36,575 epoch 38 - iter 4263/6098 - loss 0.38116751 | |
| 2018-12-17 19:36:54,687 epoch 38 - iter 4872/6098 - loss 0.38144260 | |
| 2018-12-17 19:37:12,717 epoch 38 - iter 5481/6098 - loss 0.38204486 | |
| 2018-12-17 19:37:30,704 epoch 38 - iter 6090/6098 - loss 0.38235349 | |
| 2018-12-17 19:37:31,605 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:37:31,605 EPOCH 38 done: loss 0.3823 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:38:04,651 TEST : loss 0.28867823 - f-score 0.9114 - acc 0.9114 | |
| 2018-12-17 19:38:04,656 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:38:04,963 epoch 39 - iter 0/6098 - loss 0.25047761 | |
| 2018-12-17 19:38:23,376 epoch 39 - iter 609/6098 - loss 0.37526352 | |
| 2018-12-17 19:38:41,468 epoch 39 - iter 1218/6098 - loss 0.37689470 | |
| 2018-12-17 19:38:59,786 epoch 39 - iter 1827/6098 - loss 0.37697530 | |
| 2018-12-17 19:39:17,994 epoch 39 - iter 2436/6098 - loss 0.37693558 | |
| 2018-12-17 19:39:36,211 epoch 39 - iter 3045/6098 - loss 0.37851843 | |
| 2018-12-17 19:39:54,273 epoch 39 - iter 3654/6098 - loss 0.37883403 | |
| 2018-12-17 19:40:12,536 epoch 39 - iter 4263/6098 - loss 0.38007511 | |
| 2018-12-17 19:40:30,570 epoch 39 - iter 4872/6098 - loss 0.38056899 | |
| 2018-12-17 19:40:51,437 epoch 39 - iter 5481/6098 - loss 0.38063417 | |
| 2018-12-17 19:41:09,814 epoch 39 - iter 6090/6098 - loss 0.38079143 | |
| 2018-12-17 19:41:10,608 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:41:10,608 EPOCH 39 done: loss 0.3808 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:41:47,875 TEST : loss 0.28591505 - f-score 0.9125 - acc 0.9125 | |
| 2018-12-17 19:41:47,880 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:41:48,128 epoch 40 - iter 0/6098 - loss 0.27324620 | |
| 2018-12-17 19:42:06,908 epoch 40 - iter 609/6098 - loss 0.37926124 | |
| 2018-12-17 19:42:25,111 epoch 40 - iter 1218/6098 - loss 0.37865421 | |
| 2018-12-17 19:42:43,460 epoch 40 - iter 1827/6098 - loss 0.37981202 | |
| 2018-12-17 19:43:01,757 epoch 40 - iter 2436/6098 - loss 0.37852358 | |
| 2018-12-17 19:43:20,248 epoch 40 - iter 3045/6098 - loss 0.37938243 | |
| 2018-12-17 19:43:38,748 epoch 40 - iter 3654/6098 - loss 0.38046338 | |
| 2018-12-17 19:43:57,003 epoch 40 - iter 4263/6098 - loss 0.38074638 | |
| 2018-12-17 19:44:15,262 epoch 40 - iter 4872/6098 - loss 0.38044344 | |
| 2018-12-17 19:44:33,581 epoch 40 - iter 5481/6098 - loss 0.38054570 | |
| 2018-12-17 19:44:51,698 epoch 40 - iter 6090/6098 - loss 0.38010380 | |
| 2018-12-17 19:44:52,575 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:44:52,575 EPOCH 40 done: loss 0.3802 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:45:25,544 TEST : loss 0.28463811 - f-score 0.9127 - acc 0.9127 | |
| 2018-12-17 19:45:25,549 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:45:25,854 epoch 41 - iter 0/6098 - loss 0.35530382 | |
| 2018-12-17 19:45:43,918 epoch 41 - iter 609/6098 - loss 0.37958484 | |
| 2018-12-17 19:46:02,125 epoch 41 - iter 1218/6098 - loss 0.37918459 | |
| 2018-12-17 19:46:20,121 epoch 41 - iter 1827/6098 - loss 0.37948342 | |
| 2018-12-17 19:46:38,648 epoch 41 - iter 2436/6098 - loss 0.37813066 | |
| 2018-12-17 19:46:56,883 epoch 41 - iter 3045/6098 - loss 0.37852665 | |
| 2018-12-17 19:47:15,207 epoch 41 - iter 3654/6098 - loss 0.37856753 | |
| 2018-12-17 19:47:33,196 epoch 41 - iter 4263/6098 - loss 0.37891562 | |
| 2018-12-17 19:47:51,122 epoch 41 - iter 4872/6098 - loss 0.37934957 | |
| 2018-12-17 19:48:09,214 epoch 41 - iter 5481/6098 - loss 0.37948049 | |
| 2018-12-17 19:48:27,251 epoch 41 - iter 6090/6098 - loss 0.37947519 | |
| 2018-12-17 19:48:28,163 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:48:28,163 EPOCH 41 done: loss 0.3795 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:49:03,763 TEST : loss 0.28641206 - f-score 0.9123 - acc 0.9123 | |
| 2018-12-17 19:49:03,768 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:49:04,039 epoch 42 - iter 0/6098 - loss 0.42257866 | |
| 2018-12-17 19:49:22,483 epoch 42 - iter 609/6098 - loss 0.37978830 | |
| 2018-12-17 19:49:40,725 epoch 42 - iter 1218/6098 - loss 0.37925449 | |
| 2018-12-17 19:49:58,873 epoch 42 - iter 1827/6098 - loss 0.37884449 | |
| 2018-12-17 19:50:16,984 epoch 42 - iter 2436/6098 - loss 0.37992528 | |
| 2018-12-17 19:50:35,082 epoch 42 - iter 3045/6098 - loss 0.37941908 | |
| 2018-12-17 19:50:53,390 epoch 42 - iter 3654/6098 - loss 0.38016382 | |
| 2018-12-17 19:51:11,609 epoch 42 - iter 4263/6098 - loss 0.38018880 | |
| 2018-12-17 19:51:29,593 epoch 42 - iter 4872/6098 - loss 0.37994281 | |
| 2018-12-17 19:51:47,764 epoch 42 - iter 5481/6098 - loss 0.37992887 | |
| 2018-12-17 19:52:05,840 epoch 42 - iter 6090/6098 - loss 0.37947695 | |
| 2018-12-17 19:52:06,730 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:52:06,730 EPOCH 42 done: loss 0.3795 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:52:39,650 TEST : loss 0.28332990 - f-score 0.9126 - acc 0.9126 | |
| 2018-12-17 19:52:39,655 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:52:39,978 epoch 43 - iter 0/6098 - loss 0.40815228 | |
| 2018-12-17 19:52:58,517 epoch 43 - iter 609/6098 - loss 0.37582819 | |
| 2018-12-17 19:53:16,720 epoch 43 - iter 1218/6098 - loss 0.37298553 | |
| 2018-12-17 19:53:34,586 epoch 43 - iter 1827/6098 - loss 0.37491167 | |
| 2018-12-17 19:53:52,747 epoch 43 - iter 2436/6098 - loss 0.37704325 | |
| 2018-12-17 19:54:10,548 epoch 43 - iter 3045/6098 - loss 0.37733392 | |
| 2018-12-17 19:54:28,740 epoch 43 - iter 3654/6098 - loss 0.37725218 | |
| 2018-12-17 19:54:46,285 epoch 43 - iter 4263/6098 - loss 0.37740559 | |
| 2018-12-17 19:55:03,896 epoch 43 - iter 4872/6098 - loss 0.37684905 | |
| 2018-12-17 19:55:21,974 epoch 43 - iter 5481/6098 - loss 0.37761465 | |
| 2018-12-17 19:55:40,066 epoch 43 - iter 6090/6098 - loss 0.37786449 | |
| 2018-12-17 19:55:40,924 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:55:40,924 EPOCH 43 done: loss 0.3779 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 19:56:13,953 TEST : loss 0.28305343 - f-score 0.9135 - acc 0.9135 | |
| 2018-12-17 19:56:13,958 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:56:14,224 epoch 44 - iter 0/6098 - loss 0.37697491 | |
| 2018-12-17 19:56:32,199 epoch 44 - iter 609/6098 - loss 0.36910342 | |
| 2018-12-17 19:56:50,613 epoch 44 - iter 1218/6098 - loss 0.37051056 | |
| 2018-12-17 19:57:08,824 epoch 44 - iter 1827/6098 - loss 0.37151399 | |
| 2018-12-17 19:57:27,193 epoch 44 - iter 2436/6098 - loss 0.37282167 | |
| 2018-12-17 19:57:44,758 epoch 44 - iter 3045/6098 - loss 0.37309108 | |
| 2018-12-17 19:58:02,598 epoch 44 - iter 3654/6098 - loss 0.37450244 | |
| 2018-12-17 19:58:20,476 epoch 44 - iter 4263/6098 - loss 0.37566571 | |
| 2018-12-17 19:58:38,071 epoch 44 - iter 4872/6098 - loss 0.37659659 | |
| 2018-12-17 19:58:56,009 epoch 44 - iter 5481/6098 - loss 0.37691408 | |
| 2018-12-17 19:59:13,505 epoch 44 - iter 6090/6098 - loss 0.37660327 | |
| 2018-12-17 19:59:14,403 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:59:14,403 EPOCH 44 done: loss 0.3766 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 19:59:47,348 TEST : loss 0.28423566 - f-score 0.9133 - acc 0.9133 | |
| 2018-12-17 19:59:47,353 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 19:59:47,661 epoch 45 - iter 0/6098 - loss 0.27362847 | |
| 2018-12-17 20:00:05,509 epoch 45 - iter 609/6098 - loss 0.37595139 | |
| 2018-12-17 20:00:23,142 epoch 45 - iter 1218/6098 - loss 0.37642851 | |
| 2018-12-17 20:00:40,672 epoch 45 - iter 1827/6098 - loss 0.37399327 | |
| 2018-12-17 20:00:58,820 epoch 45 - iter 2436/6098 - loss 0.37460272 | |
| 2018-12-17 20:01:16,679 epoch 45 - iter 3045/6098 - loss 0.37443213 | |
| 2018-12-17 20:01:34,284 epoch 45 - iter 3654/6098 - loss 0.37518268 | |
| 2018-12-17 20:01:52,568 epoch 45 - iter 4263/6098 - loss 0.37532292 | |
| 2018-12-17 20:02:10,179 epoch 45 - iter 4872/6098 - loss 0.37534079 | |
| 2018-12-17 20:02:27,847 epoch 45 - iter 5481/6098 - loss 0.37579581 | |
| 2018-12-17 20:02:45,367 epoch 45 - iter 6090/6098 - loss 0.37567750 | |
| 2018-12-17 20:02:46,453 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:02:46,453 EPOCH 45 done: loss 0.3757 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:03:19,096 TEST : loss 0.28115290 - f-score 0.9137 - acc 0.9137 | |
| 2018-12-17 20:03:19,101 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:03:19,309 epoch 46 - iter 0/6098 - loss 0.35332656 | |
| 2018-12-17 20:03:37,054 epoch 46 - iter 609/6098 - loss 0.37112341 | |
| 2018-12-17 20:03:54,571 epoch 46 - iter 1218/6098 - loss 0.36989883 | |
| 2018-12-17 20:04:12,357 epoch 46 - iter 1827/6098 - loss 0.37184278 | |
| 2018-12-17 20:04:29,607 epoch 46 - iter 2436/6098 - loss 0.37183331 | |
| 2018-12-17 20:04:47,258 epoch 46 - iter 3045/6098 - loss 0.37224543 | |
| 2018-12-17 20:05:05,379 epoch 46 - iter 3654/6098 - loss 0.37279299 | |
| 2018-12-17 20:05:23,663 epoch 46 - iter 4263/6098 - loss 0.37369048 | |
| 2018-12-17 20:05:41,198 epoch 46 - iter 4872/6098 - loss 0.37433525 | |
| 2018-12-17 20:05:58,694 epoch 46 - iter 5481/6098 - loss 0.37465014 | |
| 2018-12-17 20:06:16,447 epoch 46 - iter 6090/6098 - loss 0.37487751 | |
| 2018-12-17 20:06:17,458 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:06:17,458 EPOCH 46 done: loss 0.3748 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:06:50,016 TEST : loss 0.28319958 - f-score 0.9135 - acc 0.9135 | |
| 2018-12-17 20:06:50,022 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:06:50,323 epoch 47 - iter 0/6098 - loss 0.28933284 | |
| 2018-12-17 20:07:08,087 epoch 47 - iter 609/6098 - loss 0.36806987 | |
| 2018-12-17 20:07:25,758 epoch 47 - iter 1218/6098 - loss 0.37001072 | |
| 2018-12-17 20:07:43,163 epoch 47 - iter 1827/6098 - loss 0.37096271 | |
| 2018-12-17 20:08:00,773 epoch 47 - iter 2436/6098 - loss 0.37224885 | |
| 2018-12-17 20:08:18,343 epoch 47 - iter 3045/6098 - loss 0.37128622 | |
| 2018-12-17 20:08:35,741 epoch 47 - iter 3654/6098 - loss 0.37306855 | |
| 2018-12-17 20:08:53,393 epoch 47 - iter 4263/6098 - loss 0.37273405 | |
| 2018-12-17 20:09:10,461 epoch 47 - iter 4872/6098 - loss 0.37344681 | |
| 2018-12-17 20:09:27,995 epoch 47 - iter 5481/6098 - loss 0.37374861 | |
| 2018-12-17 20:09:45,393 epoch 47 - iter 6090/6098 - loss 0.37439711 | |
| 2018-12-17 20:09:46,348 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:09:46,349 EPOCH 47 done: loss 0.3745 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:10:19,091 TEST : loss 0.28190866 - f-score 0.9132 - acc 0.9132 | |
| 2018-12-17 20:10:19,097 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:10:19,327 epoch 48 - iter 0/6098 - loss 0.41954628 | |
| 2018-12-17 20:10:37,233 epoch 48 - iter 609/6098 - loss 0.37556578 | |
| 2018-12-17 20:10:55,081 epoch 48 - iter 1218/6098 - loss 0.37461469 | |
| 2018-12-17 20:11:12,980 epoch 48 - iter 1827/6098 - loss 0.37345523 | |
| 2018-12-17 20:11:30,506 epoch 48 - iter 2436/6098 - loss 0.37481352 | |
| 2018-12-17 20:11:48,288 epoch 48 - iter 3045/6098 - loss 0.37524674 | |
| 2018-12-17 20:12:05,970 epoch 48 - iter 3654/6098 - loss 0.37497832 | |
| 2018-12-17 20:12:24,266 epoch 48 - iter 4263/6098 - loss 0.37434164 | |
| 2018-12-17 20:12:41,980 epoch 48 - iter 4872/6098 - loss 0.37479373 | |
| 2018-12-17 20:13:00,158 epoch 48 - iter 5481/6098 - loss 0.37498819 | |
| 2018-12-17 20:13:18,279 epoch 48 - iter 6090/6098 - loss 0.37501522 | |
| 2018-12-17 20:13:19,215 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:13:19,215 EPOCH 48 done: loss 0.3750 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:13:52,289 TEST : loss 0.27990261 - f-score 0.9143 - acc 0.9143 | |
| 2018-12-17 20:13:52,294 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:13:52,624 epoch 49 - iter 0/6098 - loss 0.39388034 | |
| 2018-12-17 20:14:10,672 epoch 49 - iter 609/6098 - loss 0.36383176 | |
| 2018-12-17 20:14:28,436 epoch 49 - iter 1218/6098 - loss 0.36732003 | |
| 2018-12-17 20:14:46,240 epoch 49 - iter 1827/6098 - loss 0.36983681 | |
| 2018-12-17 20:15:03,720 epoch 49 - iter 2436/6098 - loss 0.36919476 | |
| 2018-12-17 20:15:21,086 epoch 49 - iter 3045/6098 - loss 0.36897846 | |
| 2018-12-17 20:15:38,365 epoch 49 - iter 3654/6098 - loss 0.36977690 | |
| 2018-12-17 20:15:55,663 epoch 49 - iter 4263/6098 - loss 0.37067072 | |
| 2018-12-17 20:16:12,853 epoch 49 - iter 4872/6098 - loss 0.37192539 | |
| 2018-12-17 20:16:30,130 epoch 49 - iter 5481/6098 - loss 0.37180224 | |
| 2018-12-17 20:16:47,731 epoch 49 - iter 6090/6098 - loss 0.37220266 | |
| 2018-12-17 20:16:48,670 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:16:48,670 EPOCH 49 done: loss 0.3722 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 20:17:41,740 TEST : loss 0.27983809 - f-score 0.9145 - acc 0.9145 | |
| 2018-12-17 20:17:41,744 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:17:41,964 epoch 50 - iter 0/6098 - loss 0.34467191 | |
| 2018-12-17 20:17:59,155 epoch 50 - iter 609/6098 - loss 0.36857091 | |
| 2018-12-17 20:18:16,391 epoch 50 - iter 1218/6098 - loss 0.37096628 | |
| 2018-12-17 20:18:33,552 epoch 50 - iter 1827/6098 - loss 0.37110549 | |
| 2018-12-17 20:18:51,213 epoch 50 - iter 2436/6098 - loss 0.37110223 | |
| 2018-12-17 20:19:08,686 epoch 50 - iter 3045/6098 - loss 0.37244470 | |
| 2018-12-17 20:19:25,911 epoch 50 - iter 3654/6098 - loss 0.37106206 | |
| 2018-12-17 20:19:43,016 epoch 50 - iter 4263/6098 - loss 0.37203016 | |
| 2018-12-17 20:20:00,321 epoch 50 - iter 4872/6098 - loss 0.37178103 | |
| 2018-12-17 20:20:17,985 epoch 50 - iter 5481/6098 - loss 0.37143159 | |
| 2018-12-17 20:20:35,340 epoch 50 - iter 6090/6098 - loss 0.37137602 | |
| 2018-12-17 20:20:36,201 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:20:36,201 EPOCH 50 done: loss 0.3714 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:21:08,762 TEST : loss 0.27889395 - f-score 0.9148 - acc 0.9148 | |
| 2018-12-17 20:21:08,767 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:21:09,095 epoch 51 - iter 0/6098 - loss 0.46242398 | |
| 2018-12-17 20:21:26,932 epoch 51 - iter 609/6098 - loss 0.36517708 | |
| 2018-12-17 20:21:44,162 epoch 51 - iter 1218/6098 - loss 0.36684788 | |
| 2018-12-17 20:22:01,640 epoch 51 - iter 1827/6098 - loss 0.36847140 | |
| 2018-12-17 20:22:19,181 epoch 51 - iter 2436/6098 - loss 0.37046451 | |
| 2018-12-17 20:22:36,726 epoch 51 - iter 3045/6098 - loss 0.37088158 | |
| 2018-12-17 20:22:54,216 epoch 51 - iter 3654/6098 - loss 0.37177986 | |
| 2018-12-17 20:23:11,469 epoch 51 - iter 4263/6098 - loss 0.37213590 | |
| 2018-12-17 20:23:28,735 epoch 51 - iter 4872/6098 - loss 0.37246929 | |
| 2018-12-17 20:23:46,281 epoch 51 - iter 5481/6098 - loss 0.37273709 | |
| 2018-12-17 20:24:03,623 epoch 51 - iter 6090/6098 - loss 0.37242079 | |
| 2018-12-17 20:24:04,536 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:24:04,536 EPOCH 51 done: loss 0.3725 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:24:37,205 TEST : loss 0.27913654 - f-score 0.9145 - acc 0.9145 | |
| 2018-12-17 20:24:37,210 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:24:37,428 epoch 52 - iter 0/6098 - loss 0.41424429 | |
| 2018-12-17 20:24:54,791 epoch 52 - iter 609/6098 - loss 0.36751192 | |
| 2018-12-17 20:25:12,407 epoch 52 - iter 1218/6098 - loss 0.36990085 | |
| 2018-12-17 20:25:29,789 epoch 52 - iter 1827/6098 - loss 0.37085689 | |
| 2018-12-17 20:25:47,175 epoch 52 - iter 2436/6098 - loss 0.36982004 | |
| 2018-12-17 20:26:04,448 epoch 52 - iter 3045/6098 - loss 0.36967823 | |
| 2018-12-17 20:26:21,835 epoch 52 - iter 3654/6098 - loss 0.36968762 | |
| 2018-12-17 20:26:39,343 epoch 52 - iter 4263/6098 - loss 0.36899582 | |
| 2018-12-17 20:26:56,864 epoch 52 - iter 4872/6098 - loss 0.36938928 | |
| 2018-12-17 20:27:14,350 epoch 52 - iter 5481/6098 - loss 0.37013485 | |
| 2018-12-17 20:27:32,241 epoch 52 - iter 6090/6098 - loss 0.37050107 | |
| 2018-12-17 20:27:33,215 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:27:33,215 EPOCH 52 done: loss 0.3705 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 20:28:05,853 TEST : loss 0.27972129 - f-score 0.9144 - acc 0.9144 | |
| 2018-12-17 20:28:05,858 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:28:06,179 epoch 53 - iter 0/6098 - loss 0.52032864 | |
| 2018-12-17 20:28:23,871 epoch 53 - iter 609/6098 - loss 0.37282979 | |
| 2018-12-17 20:28:41,065 epoch 53 - iter 1218/6098 - loss 0.36986073 | |
| 2018-12-17 20:28:58,667 epoch 53 - iter 1827/6098 - loss 0.36889289 | |
| 2018-12-17 20:29:15,998 epoch 53 - iter 2436/6098 - loss 0.36907755 | |
| 2018-12-17 20:29:33,425 epoch 53 - iter 3045/6098 - loss 0.36905111 | |
| 2018-12-17 20:29:51,069 epoch 53 - iter 3654/6098 - loss 0.36932818 | |
| 2018-12-17 20:30:08,328 epoch 53 - iter 4263/6098 - loss 0.36942324 | |
| 2018-12-17 20:30:26,153 epoch 53 - iter 4872/6098 - loss 0.36981390 | |
| 2018-12-17 20:30:43,503 epoch 53 - iter 5481/6098 - loss 0.37057512 | |
| 2018-12-17 20:31:00,808 epoch 53 - iter 6090/6098 - loss 0.37040386 | |
| 2018-12-17 20:31:01,705 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:31:01,705 EPOCH 53 done: loss 0.3704 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:31:34,385 TEST : loss 0.28060344 - f-score 0.9143 - acc 0.9143 | |
| 2018-12-17 20:31:34,390 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:31:34,666 epoch 54 - iter 0/6098 - loss 0.30231142 | |
| 2018-12-17 20:31:52,282 epoch 54 - iter 609/6098 - loss 0.36978131 | |
| 2018-12-17 20:32:09,682 epoch 54 - iter 1218/6098 - loss 0.37001868 | |
| 2018-12-17 20:32:27,054 epoch 54 - iter 1827/6098 - loss 0.37032877 | |
| 2018-12-17 20:32:44,672 epoch 54 - iter 2436/6098 - loss 0.37153109 | |
| 2018-12-17 20:33:02,124 epoch 54 - iter 3045/6098 - loss 0.37138429 | |
| 2018-12-17 20:33:19,583 epoch 54 - iter 3654/6098 - loss 0.37174089 | |
| 2018-12-17 20:33:37,223 epoch 54 - iter 4263/6098 - loss 0.37168762 | |
| 2018-12-17 20:33:54,531 epoch 54 - iter 4872/6098 - loss 0.37144722 | |
| 2018-12-17 20:34:11,989 epoch 54 - iter 5481/6098 - loss 0.37131278 | |
| 2018-12-17 20:34:29,417 epoch 54 - iter 6090/6098 - loss 0.37110944 | |
| 2018-12-17 20:34:30,404 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:34:30,405 EPOCH 54 done: loss 0.3711 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:35:03,886 TEST : loss 0.27534139 - f-score 0.9160 - acc 0.9160 | |
| 2018-12-17 20:35:03,891 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:35:04,246 epoch 55 - iter 0/6098 - loss 0.33249182 | |
| 2018-12-17 20:35:21,961 epoch 55 - iter 609/6098 - loss 0.36494300 | |
| 2018-12-17 20:35:39,334 epoch 55 - iter 1218/6098 - loss 0.36818197 | |
| 2018-12-17 20:35:56,746 epoch 55 - iter 1827/6098 - loss 0.36836327 | |
| 2018-12-17 20:36:14,371 epoch 55 - iter 2436/6098 - loss 0.36851462 | |
| 2018-12-17 20:36:31,674 epoch 55 - iter 3045/6098 - loss 0.36847314 | |
| 2018-12-17 20:36:49,061 epoch 55 - iter 3654/6098 - loss 0.36881229 | |
| 2018-12-17 20:37:06,664 epoch 55 - iter 4263/6098 - loss 0.36916089 | |
| 2018-12-17 20:37:24,174 epoch 55 - iter 4872/6098 - loss 0.36969182 | |
| 2018-12-17 20:37:41,325 epoch 55 - iter 5481/6098 - loss 0.37048286 | |
| 2018-12-17 20:37:59,247 epoch 55 - iter 6090/6098 - loss 0.37052658 | |
| 2018-12-17 20:38:00,225 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:38:00,225 EPOCH 55 done: loss 0.3705 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 20:38:32,837 TEST : loss 0.27546954 - f-score 0.9153 - acc 0.9153 | |
| 2018-12-17 20:38:32,842 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:38:33,198 epoch 56 - iter 0/6098 - loss 0.25823382 | |
| 2018-12-17 20:38:51,084 epoch 56 - iter 609/6098 - loss 0.36518142 | |
| 2018-12-17 20:39:08,603 epoch 56 - iter 1218/6098 - loss 0.36880148 | |
| 2018-12-17 20:39:25,930 epoch 56 - iter 1827/6098 - loss 0.36927580 | |
| 2018-12-17 20:39:43,328 epoch 56 - iter 2436/6098 - loss 0.36912102 | |
| 2018-12-17 20:40:00,686 epoch 56 - iter 3045/6098 - loss 0.36964101 | |
| 2018-12-17 20:40:18,258 epoch 56 - iter 3654/6098 - loss 0.36972680 | |
| 2018-12-17 20:40:36,060 epoch 56 - iter 4263/6098 - loss 0.37076593 | |
| 2018-12-17 20:40:53,680 epoch 56 - iter 4872/6098 - loss 0.36993430 | |
| 2018-12-17 20:41:11,706 epoch 56 - iter 5481/6098 - loss 0.36963413 | |
| 2018-12-17 20:41:29,077 epoch 56 - iter 6090/6098 - loss 0.37025194 | |
| 2018-12-17 20:41:29,959 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:41:29,959 EPOCH 56 done: loss 0.3702 - lr 0.1000 - bad epochs 2 | |
| 2018-12-17 20:42:02,639 TEST : loss 0.27692899 - f-score 0.9152 - acc 0.9152 | |
| 2018-12-17 20:42:02,644 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:42:03,016 epoch 57 - iter 0/6098 - loss 0.29513785 | |
| 2018-12-17 20:42:21,057 epoch 57 - iter 609/6098 - loss 0.36585483 | |
| 2018-12-17 20:42:38,715 epoch 57 - iter 1218/6098 - loss 0.36858628 | |
| 2018-12-17 20:42:56,735 epoch 57 - iter 1827/6098 - loss 0.36738753 | |
| 2018-12-17 20:43:14,523 epoch 57 - iter 2436/6098 - loss 0.36932113 | |
| 2018-12-17 20:43:32,698 epoch 57 - iter 3045/6098 - loss 0.36890953 | |
| 2018-12-17 20:43:50,274 epoch 57 - iter 3654/6098 - loss 0.36926185 | |
| 2018-12-17 20:44:08,061 epoch 57 - iter 4263/6098 - loss 0.36912881 | |
| 2018-12-17 20:44:25,557 epoch 57 - iter 4872/6098 - loss 0.36923105 | |
| 2018-12-17 20:44:42,998 epoch 57 - iter 5481/6098 - loss 0.36917493 | |
| 2018-12-17 20:45:00,314 epoch 57 - iter 6090/6098 - loss 0.36909692 | |
| 2018-12-17 20:45:01,185 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:45:01,185 EPOCH 57 done: loss 0.3691 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:45:33,873 TEST : loss 0.27730617 - f-score 0.9159 - acc 0.9159 | |
| 2018-12-17 20:45:33,878 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:45:34,248 epoch 58 - iter 0/6098 - loss 0.61331630 | |
| 2018-12-17 20:45:51,953 epoch 58 - iter 609/6098 - loss 0.36621621 | |
| 2018-12-17 20:46:09,711 epoch 58 - iter 1218/6098 - loss 0.36595483 | |
| 2018-12-17 20:46:27,204 epoch 58 - iter 1827/6098 - loss 0.36682511 | |
| 2018-12-17 20:46:44,492 epoch 58 - iter 2436/6098 - loss 0.36666621 | |
| 2018-12-17 20:47:01,897 epoch 58 - iter 3045/6098 - loss 0.36557660 | |
| 2018-12-17 20:47:19,254 epoch 58 - iter 3654/6098 - loss 0.36651442 | |
| 2018-12-17 20:47:36,672 epoch 58 - iter 4263/6098 - loss 0.36683496 | |
| 2018-12-17 20:47:53,977 epoch 58 - iter 4872/6098 - loss 0.36704645 | |
| 2018-12-17 20:48:11,311 epoch 58 - iter 5481/6098 - loss 0.36722808 | |
| 2018-12-17 20:48:28,981 epoch 58 - iter 6090/6098 - loss 0.36711957 | |
| 2018-12-17 20:48:29,958 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:48:29,958 EPOCH 58 done: loss 0.3672 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:49:02,514 TEST : loss 0.27687615 - f-score 0.9151 - acc 0.9151 | |
| 2018-12-17 20:49:02,519 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:49:02,895 epoch 59 - iter 0/6098 - loss 0.44831273 | |
| 2018-12-17 20:49:20,376 epoch 59 - iter 609/6098 - loss 0.37017010 | |
| 2018-12-17 20:49:37,967 epoch 59 - iter 1218/6098 - loss 0.36618373 | |
| 2018-12-17 20:49:55,397 epoch 59 - iter 1827/6098 - loss 0.36508749 | |
| 2018-12-17 20:50:12,856 epoch 59 - iter 2436/6098 - loss 0.36636308 | |
| 2018-12-17 20:50:30,051 epoch 59 - iter 3045/6098 - loss 0.36698036 | |
| 2018-12-17 20:50:47,361 epoch 59 - iter 3654/6098 - loss 0.36753436 | |
| 2018-12-17 20:51:04,737 epoch 59 - iter 4263/6098 - loss 0.36853777 | |
| 2018-12-17 20:51:22,168 epoch 59 - iter 4872/6098 - loss 0.36738019 | |
| 2018-12-17 20:51:40,112 epoch 59 - iter 5481/6098 - loss 0.36725714 | |
| 2018-12-17 20:51:57,437 epoch 59 - iter 6090/6098 - loss 0.36685781 | |
| 2018-12-17 20:51:58,338 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:51:58,338 EPOCH 59 done: loss 0.3669 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:52:30,984 TEST : loss 0.27651957 - f-score 0.9154 - acc 0.9154 | |
| 2018-12-17 20:52:30,989 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:52:31,364 epoch 60 - iter 0/6098 - loss 0.26974320 | |
| 2018-12-17 20:52:48,830 epoch 60 - iter 609/6098 - loss 0.36536973 | |
| 2018-12-17 20:53:06,400 epoch 60 - iter 1218/6098 - loss 0.36514455 | |
| 2018-12-17 20:53:23,824 epoch 60 - iter 1827/6098 - loss 0.36443042 | |
| 2018-12-17 20:53:41,497 epoch 60 - iter 2436/6098 - loss 0.36507579 | |
| 2018-12-17 20:53:58,962 epoch 60 - iter 3045/6098 - loss 0.36479757 | |
| 2018-12-17 20:54:16,293 epoch 60 - iter 3654/6098 - loss 0.36508640 | |
| 2018-12-17 20:54:33,517 epoch 60 - iter 4263/6098 - loss 0.36626249 | |
| 2018-12-17 20:54:51,129 epoch 60 - iter 4872/6098 - loss 0.36678539 | |
| 2018-12-17 20:55:08,658 epoch 60 - iter 5481/6098 - loss 0.36675343 | |
| 2018-12-17 20:55:26,090 epoch 60 - iter 6090/6098 - loss 0.36707318 | |
| 2018-12-17 20:55:27,059 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:55:27,059 EPOCH 60 done: loss 0.3671 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 20:55:59,660 TEST : loss 0.27339393 - f-score 0.9172 - acc 0.9172 | |
| 2018-12-17 20:55:59,668 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:56:00,045 epoch 61 - iter 0/6098 - loss 0.29619360 | |
| 2018-12-17 20:56:17,762 epoch 61 - iter 609/6098 - loss 0.36228990 | |
| 2018-12-17 20:56:35,314 epoch 61 - iter 1218/6098 - loss 0.36442443 | |
| 2018-12-17 20:56:52,553 epoch 61 - iter 1827/6098 - loss 0.36463503 | |
| 2018-12-17 20:57:10,347 epoch 61 - iter 2436/6098 - loss 0.36502573 | |
| 2018-12-17 20:57:27,647 epoch 61 - iter 3045/6098 - loss 0.36549347 | |
| 2018-12-17 20:57:45,564 epoch 61 - iter 3654/6098 - loss 0.36490098 | |
| 2018-12-17 20:58:03,026 epoch 61 - iter 4263/6098 - loss 0.36544029 | |
| 2018-12-17 20:58:20,450 epoch 61 - iter 4872/6098 - loss 0.36510024 | |
| 2018-12-17 20:58:37,659 epoch 61 - iter 5481/6098 - loss 0.36552079 | |
| 2018-12-17 20:58:55,152 epoch 61 - iter 6090/6098 - loss 0.36573952 | |
| 2018-12-17 20:58:56,067 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:58:56,067 EPOCH 61 done: loss 0.3657 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 20:59:28,765 TEST : loss 0.27262744 - f-score 0.9168 - acc 0.9168 | |
| 2018-12-17 20:59:28,770 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 20:59:29,124 epoch 62 - iter 0/6098 - loss 0.42524272 | |
| 2018-12-17 20:59:46,745 epoch 62 - iter 609/6098 - loss 0.35502433 | |
| 2018-12-17 21:00:04,165 epoch 62 - iter 1218/6098 - loss 0.36015864 | |
| 2018-12-17 21:00:21,878 epoch 62 - iter 1827/6098 - loss 0.36311453 | |
| 2018-12-17 21:00:39,246 epoch 62 - iter 2436/6098 - loss 0.36358546 | |
| 2018-12-17 21:00:56,863 epoch 62 - iter 3045/6098 - loss 0.36526021 | |
| 2018-12-17 21:01:14,855 epoch 62 - iter 3654/6098 - loss 0.36538846 | |
| 2018-12-17 21:01:32,399 epoch 62 - iter 4263/6098 - loss 0.36560872 | |
| 2018-12-17 21:01:49,989 epoch 62 - iter 4872/6098 - loss 0.36589766 | |
| 2018-12-17 21:02:07,503 epoch 62 - iter 5481/6098 - loss 0.36581093 | |
| 2018-12-17 21:02:24,906 epoch 62 - iter 6090/6098 - loss 0.36590280 | |
| 2018-12-17 21:02:25,864 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:02:25,864 EPOCH 62 done: loss 0.3659 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 21:02:58,436 TEST : loss 0.27420646 - f-score 0.9160 - acc 0.9160 | |
| 2018-12-17 21:02:58,441 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:02:58,794 epoch 63 - iter 0/6098 - loss 0.43857217 | |
| 2018-12-17 21:03:16,566 epoch 63 - iter 609/6098 - loss 0.36562053 | |
| 2018-12-17 21:03:34,378 epoch 63 - iter 1218/6098 - loss 0.36381174 | |
| 2018-12-17 21:03:51,843 epoch 63 - iter 1827/6098 - loss 0.36324289 | |
| 2018-12-17 21:04:09,296 epoch 63 - iter 2436/6098 - loss 0.36409899 | |
| 2018-12-17 21:04:26,966 epoch 63 - iter 3045/6098 - loss 0.36397394 | |
| 2018-12-17 21:04:44,413 epoch 63 - iter 3654/6098 - loss 0.36429297 | |
| 2018-12-17 21:05:01,771 epoch 63 - iter 4263/6098 - loss 0.36438615 | |
| 2018-12-17 21:05:19,191 epoch 63 - iter 4872/6098 - loss 0.36494131 | |
| 2018-12-17 21:05:36,453 epoch 63 - iter 5481/6098 - loss 0.36533862 | |
| 2018-12-17 21:05:53,741 epoch 63 - iter 6090/6098 - loss 0.36622270 | |
| 2018-12-17 21:05:54,660 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:05:54,660 EPOCH 63 done: loss 0.3663 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 21:06:27,355 TEST : loss 0.27552140 - f-score 0.9156 - acc 0.9156 | |
| 2018-12-17 21:06:27,359 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:06:27,628 epoch 64 - iter 0/6098 - loss 0.33367604 | |
| 2018-12-17 21:06:45,197 epoch 64 - iter 609/6098 - loss 0.35713313 | |
| 2018-12-17 21:07:03,225 epoch 64 - iter 1218/6098 - loss 0.35884672 | |
| 2018-12-17 21:07:20,587 epoch 64 - iter 1827/6098 - loss 0.35870619 | |
| 2018-12-17 21:07:38,121 epoch 64 - iter 2436/6098 - loss 0.35934758 | |
| 2018-12-17 21:07:55,625 epoch 64 - iter 3045/6098 - loss 0.36125561 | |
| 2018-12-17 21:08:12,742 epoch 64 - iter 3654/6098 - loss 0.36230891 | |
| 2018-12-17 21:08:30,375 epoch 64 - iter 4263/6098 - loss 0.36281970 | |
| 2018-12-17 21:08:47,549 epoch 64 - iter 4872/6098 - loss 0.36294825 | |
| 2018-12-17 21:09:05,021 epoch 64 - iter 5481/6098 - loss 0.36331425 | |
| 2018-12-17 21:09:22,584 epoch 64 - iter 6090/6098 - loss 0.36375238 | |
| 2018-12-17 21:09:23,494 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:09:23,494 EPOCH 64 done: loss 0.3638 - lr 0.1000 - bad epochs 2 | |
| 2018-12-17 21:09:56,089 TEST : loss 0.27511469 - f-score 0.9163 - acc 0.9163 | |
| 2018-12-17 21:09:56,094 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:09:56,413 epoch 65 - iter 0/6098 - loss 0.34418276 | |
| 2018-12-17 21:10:13,862 epoch 65 - iter 609/6098 - loss 0.36095880 | |
| 2018-12-17 21:10:31,169 epoch 65 - iter 1218/6098 - loss 0.36263593 | |
| 2018-12-17 21:10:48,950 epoch 65 - iter 1827/6098 - loss 0.36143855 | |
| 2018-12-17 21:11:06,570 epoch 65 - iter 2436/6098 - loss 0.36158607 | |
| 2018-12-17 21:11:24,821 epoch 65 - iter 3045/6098 - loss 0.36167486 | |
| 2018-12-17 21:11:42,302 epoch 65 - iter 3654/6098 - loss 0.36253909 | |
| 2018-12-17 21:11:59,777 epoch 65 - iter 4263/6098 - loss 0.36256376 | |
| 2018-12-17 21:12:17,622 epoch 65 - iter 4872/6098 - loss 0.36340360 | |
| 2018-12-17 21:12:35,405 epoch 65 - iter 5481/6098 - loss 0.36354304 | |
| 2018-12-17 21:12:53,290 epoch 65 - iter 6090/6098 - loss 0.36398923 | |
| 2018-12-17 21:12:54,166 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:12:54,166 EPOCH 65 done: loss 0.3640 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 21:13:27,206 TEST : loss 0.27138355 - f-score 0.9176 - acc 0.9176 | |
| 2018-12-17 21:13:27,212 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:13:27,423 epoch 66 - iter 0/6098 - loss 0.31422853 | |
| 2018-12-17 21:13:45,463 epoch 66 - iter 609/6098 - loss 0.36045510 | |
| 2018-12-17 21:14:03,233 epoch 66 - iter 1218/6098 - loss 0.36061394 | |
| 2018-12-17 21:14:20,792 epoch 66 - iter 1827/6098 - loss 0.36181185 | |
| 2018-12-17 21:14:38,343 epoch 66 - iter 2436/6098 - loss 0.36160810 | |
| 2018-12-17 21:14:55,863 epoch 66 - iter 3045/6098 - loss 0.36209175 | |
| 2018-12-17 21:15:13,586 epoch 66 - iter 3654/6098 - loss 0.36328147 | |
| 2018-12-17 21:15:30,867 epoch 66 - iter 4263/6098 - loss 0.36338133 | |
| 2018-12-17 21:15:48,226 epoch 66 - iter 4872/6098 - loss 0.36389884 | |
| 2018-12-17 21:16:05,653 epoch 66 - iter 5481/6098 - loss 0.36431887 | |
| 2018-12-17 21:16:23,043 epoch 66 - iter 6090/6098 - loss 0.36485982 | |
| 2018-12-17 21:16:23,951 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:16:23,951 EPOCH 66 done: loss 0.3649 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 21:16:56,572 TEST : loss 0.27392995 - f-score 0.9168 - acc 0.9168 | |
| 2018-12-17 21:16:56,577 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:16:56,890 epoch 67 - iter 0/6098 - loss 0.30004728 | |
| 2018-12-17 21:17:14,482 epoch 67 - iter 609/6098 - loss 0.36374034 | |
| 2018-12-17 21:17:31,884 epoch 67 - iter 1218/6098 - loss 0.36205619 | |
| 2018-12-17 21:17:49,469 epoch 67 - iter 1827/6098 - loss 0.36211420 | |
| 2018-12-17 21:18:06,987 epoch 67 - iter 2436/6098 - loss 0.36329181 | |
| 2018-12-17 21:18:24,389 epoch 67 - iter 3045/6098 - loss 0.36294035 | |
| 2018-12-17 21:18:41,810 epoch 67 - iter 3654/6098 - loss 0.36318345 | |
| 2018-12-17 21:18:59,226 epoch 67 - iter 4263/6098 - loss 0.36384003 | |
| 2018-12-17 21:19:16,752 epoch 67 - iter 4872/6098 - loss 0.36392553 | |
| 2018-12-17 21:19:34,268 epoch 67 - iter 5481/6098 - loss 0.36375501 | |
| 2018-12-17 21:19:51,864 epoch 67 - iter 6090/6098 - loss 0.36339365 | |
| 2018-12-17 21:19:52,860 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:19:52,860 EPOCH 67 done: loss 0.3634 - lr 0.1000 - bad epochs 2 | |
| 2018-12-17 21:20:25,568 TEST : loss 0.27470553 - f-score 0.9170 - acc 0.9170 | |
| 2018-12-17 21:20:25,573 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:20:25,805 epoch 68 - iter 0/6098 - loss 0.34704253 | |
| 2018-12-17 21:20:43,373 epoch 68 - iter 609/6098 - loss 0.36422642 | |
| 2018-12-17 21:21:00,798 epoch 68 - iter 1218/6098 - loss 0.36235573 | |
| 2018-12-17 21:21:18,260 epoch 68 - iter 1827/6098 - loss 0.36414773 | |
| 2018-12-17 21:21:35,519 epoch 68 - iter 2436/6098 - loss 0.36300145 | |
| 2018-12-17 21:21:52,664 epoch 68 - iter 3045/6098 - loss 0.36272332 | |
| 2018-12-17 21:22:10,115 epoch 68 - iter 3654/6098 - loss 0.36402096 | |
| 2018-12-17 21:22:27,611 epoch 68 - iter 4263/6098 - loss 0.36334866 | |
| 2018-12-17 21:22:45,453 epoch 68 - iter 4872/6098 - loss 0.36366878 | |
| 2018-12-17 21:23:02,656 epoch 68 - iter 5481/6098 - loss 0.36360017 | |
| 2018-12-17 21:23:20,048 epoch 68 - iter 6090/6098 - loss 0.36450901 | |
| 2018-12-17 21:23:20,950 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:23:20,951 EPOCH 68 done: loss 0.3645 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 21:23:53,539 TEST : loss 0.27153915 - f-score 0.9171 - acc 0.9171 | |
| 2018-12-17 21:23:53,544 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:23:53,889 epoch 69 - iter 0/6098 - loss 0.41756514 | |
| 2018-12-17 21:24:11,229 epoch 69 - iter 609/6098 - loss 0.35837341 | |
| 2018-12-17 21:24:29,010 epoch 69 - iter 1218/6098 - loss 0.35825709 | |
| 2018-12-17 21:24:46,372 epoch 69 - iter 1827/6098 - loss 0.35828146 | |
| 2018-12-17 21:25:03,551 epoch 69 - iter 2436/6098 - loss 0.36038332 | |
| 2018-12-17 21:25:21,016 epoch 69 - iter 3045/6098 - loss 0.35999747 | |
| 2018-12-17 21:25:38,515 epoch 69 - iter 3654/6098 - loss 0.36072718 | |
| 2018-12-17 21:25:55,975 epoch 69 - iter 4263/6098 - loss 0.36187129 | |
| 2018-12-17 21:26:13,233 epoch 69 - iter 4872/6098 - loss 0.36303220 | |
| 2018-12-17 21:26:30,694 epoch 69 - iter 5481/6098 - loss 0.36252158 | |
| 2018-12-17 21:26:48,175 epoch 69 - iter 6090/6098 - loss 0.36298746 | |
| 2018-12-17 21:26:49,109 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:26:49,109 EPOCH 69 done: loss 0.3630 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 21:27:23,632 TEST : loss 0.27491277 - f-score 0.9160 - acc 0.9160 | |
| 2018-12-17 21:27:23,638 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:27:23,985 epoch 70 - iter 0/6098 - loss 0.34768790 | |
| 2018-12-17 21:27:41,465 epoch 70 - iter 609/6098 - loss 0.35799072 | |
| 2018-12-17 21:27:58,939 epoch 70 - iter 1218/6098 - loss 0.35959791 | |
| 2018-12-17 21:28:16,531 epoch 70 - iter 1827/6098 - loss 0.36013119 | |
| 2018-12-17 21:28:33,939 epoch 70 - iter 2436/6098 - loss 0.36138802 | |
| 2018-12-17 21:28:51,536 epoch 70 - iter 3045/6098 - loss 0.36095953 | |
| 2018-12-17 21:29:08,741 epoch 70 - iter 3654/6098 - loss 0.36144802 | |
| 2018-12-17 21:29:26,000 epoch 70 - iter 4263/6098 - loss 0.36297885 | |
| 2018-12-17 21:29:43,619 epoch 70 - iter 4872/6098 - loss 0.36249273 | |
| 2018-12-17 21:30:01,351 epoch 70 - iter 5481/6098 - loss 0.36253836 | |
| 2018-12-17 21:30:18,730 epoch 70 - iter 6090/6098 - loss 0.36356091 | |
| 2018-12-17 21:30:19,644 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:30:19,644 EPOCH 70 done: loss 0.3636 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 21:30:52,224 TEST : loss 0.27172559 - f-score 0.9167 - acc 0.9167 | |
| 2018-12-17 21:30:52,229 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:30:52,598 epoch 71 - iter 0/6098 - loss 0.45834729 | |
| 2018-12-17 21:31:10,247 epoch 71 - iter 609/6098 - loss 0.36318676 | |
| 2018-12-17 21:31:27,818 epoch 71 - iter 1218/6098 - loss 0.36155176 | |
| 2018-12-17 21:31:45,173 epoch 71 - iter 1827/6098 - loss 0.36205632 | |
| 2018-12-17 21:32:02,504 epoch 71 - iter 2436/6098 - loss 0.36292024 | |
| 2018-12-17 21:32:20,203 epoch 71 - iter 3045/6098 - loss 0.36326353 | |
| 2018-12-17 21:32:37,556 epoch 71 - iter 3654/6098 - loss 0.36399851 | |
| 2018-12-17 21:32:54,816 epoch 71 - iter 4263/6098 - loss 0.36383382 | |
| 2018-12-17 21:33:12,355 epoch 71 - iter 4872/6098 - loss 0.36363550 | |
| 2018-12-17 21:33:29,789 epoch 71 - iter 5481/6098 - loss 0.36420096 | |
| 2018-12-17 21:33:47,162 epoch 71 - iter 6090/6098 - loss 0.36399843 | |
| 2018-12-17 21:33:48,061 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:33:48,061 EPOCH 71 done: loss 0.3640 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 21:34:20,740 TEST : loss 0.27279171 - f-score 0.9173 - acc 0.9173 | |
| 2018-12-17 21:34:20,745 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:34:21,125 epoch 72 - iter 0/6098 - loss 0.30385500 | |
| 2018-12-17 21:34:38,768 epoch 72 - iter 609/6098 - loss 0.35801250 | |
| 2018-12-17 21:34:56,089 epoch 72 - iter 1218/6098 - loss 0.35801777 | |
| 2018-12-17 21:35:13,575 epoch 72 - iter 1827/6098 - loss 0.36039601 | |
| 2018-12-17 21:35:30,988 epoch 72 - iter 2436/6098 - loss 0.36014866 | |
| 2018-12-17 21:35:48,362 epoch 72 - iter 3045/6098 - loss 0.36001734 | |
| 2018-12-17 21:36:05,574 epoch 72 - iter 3654/6098 - loss 0.36037457 | |
| 2018-12-17 21:36:23,105 epoch 72 - iter 4263/6098 - loss 0.36097751 | |
| 2018-12-17 21:36:40,346 epoch 72 - iter 4872/6098 - loss 0.36222457 | |
| 2018-12-17 21:36:57,735 epoch 72 - iter 5481/6098 - loss 0.36209745 | |
| 2018-12-17 21:37:15,221 epoch 72 - iter 6090/6098 - loss 0.36242080 | |
| 2018-12-17 21:37:16,040 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:37:16,040 EPOCH 72 done: loss 0.3624 - lr 0.1000 - bad epochs 2 | |
| 2018-12-17 21:37:48,626 TEST : loss 0.27376515 - f-score 0.9162 - acc 0.9162 | |
| 2018-12-17 21:37:48,631 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:37:49,004 epoch 73 - iter 0/6098 - loss 0.26364011 | |
| 2018-12-17 21:38:06,674 epoch 73 - iter 609/6098 - loss 0.36138918 | |
| 2018-12-17 21:38:24,165 epoch 73 - iter 1218/6098 - loss 0.35886701 | |
| 2018-12-17 21:38:41,458 epoch 73 - iter 1827/6098 - loss 0.36286600 | |
| 2018-12-17 21:38:58,815 epoch 73 - iter 2436/6098 - loss 0.36300516 | |
| 2018-12-17 21:39:15,875 epoch 73 - iter 3045/6098 - loss 0.36255838 | |
| 2018-12-17 21:39:33,377 epoch 73 - iter 3654/6098 - loss 0.36209039 | |
| 2018-12-17 21:39:50,874 epoch 73 - iter 4263/6098 - loss 0.36273939 | |
| 2018-12-17 21:40:08,652 epoch 73 - iter 4872/6098 - loss 0.36158305 | |
| 2018-12-17 21:40:26,114 epoch 73 - iter 5481/6098 - loss 0.36187553 | |
| 2018-12-17 21:40:43,701 epoch 73 - iter 6090/6098 - loss 0.36185836 | |
| 2018-12-17 21:40:44,565 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:40:44,566 EPOCH 73 done: loss 0.3619 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 21:41:17,294 TEST : loss 0.27316171 - f-score 0.9167 - acc 0.9167 | |
| 2018-12-17 21:41:17,299 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:41:17,666 epoch 74 - iter 0/6098 - loss 0.33496851 | |
| 2018-12-17 21:41:35,286 epoch 74 - iter 609/6098 - loss 0.36087394 | |
| 2018-12-17 21:41:52,912 epoch 74 - iter 1218/6098 - loss 0.36348465 | |
| 2018-12-17 21:42:10,964 epoch 74 - iter 1827/6098 - loss 0.36357146 | |
| 2018-12-17 21:42:28,673 epoch 74 - iter 2436/6098 - loss 0.36300689 | |
| 2018-12-17 21:42:46,677 epoch 74 - iter 3045/6098 - loss 0.36234966 | |
| 2018-12-17 21:43:04,383 epoch 74 - iter 3654/6098 - loss 0.36315986 | |
| 2018-12-17 21:43:22,061 epoch 74 - iter 4263/6098 - loss 0.36322706 | |
| 2018-12-17 21:43:39,693 epoch 74 - iter 4872/6098 - loss 0.36334773 | |
| 2018-12-17 21:43:57,294 epoch 74 - iter 5481/6098 - loss 0.36391074 | |
| 2018-12-17 21:44:14,849 epoch 74 - iter 6090/6098 - loss 0.36382974 | |
| 2018-12-17 21:44:15,710 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:44:15,711 EPOCH 74 done: loss 0.3639 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 21:44:48,631 TEST : loss 0.27181444 - f-score 0.9178 - acc 0.9178 | |
| 2018-12-17 21:44:48,636 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:44:49,003 epoch 75 - iter 0/6098 - loss 0.32302564 | |
| 2018-12-17 21:45:06,968 epoch 75 - iter 609/6098 - loss 0.36288221 | |
| 2018-12-17 21:45:24,231 epoch 75 - iter 1218/6098 - loss 0.36309015 | |
| 2018-12-17 21:45:41,764 epoch 75 - iter 1827/6098 - loss 0.36088940 | |
| 2018-12-17 21:45:59,097 epoch 75 - iter 2436/6098 - loss 0.36048268 | |
| 2018-12-17 21:46:16,447 epoch 75 - iter 3045/6098 - loss 0.36081125 | |
| 2018-12-17 21:46:33,990 epoch 75 - iter 3654/6098 - loss 0.36114260 | |
| 2018-12-17 21:46:51,572 epoch 75 - iter 4263/6098 - loss 0.36049696 | |
| 2018-12-17 21:47:08,894 epoch 75 - iter 4872/6098 - loss 0.36067191 | |
| 2018-12-17 21:47:26,484 epoch 75 - iter 5481/6098 - loss 0.36021223 | |
| 2018-12-17 21:47:43,803 epoch 75 - iter 6090/6098 - loss 0.36078069 | |
| 2018-12-17 21:47:44,806 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:47:44,806 EPOCH 75 done: loss 0.3608 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 21:48:20,608 TEST : loss 0.27101803 - f-score 0.9167 - acc 0.9167 | |
| 2018-12-17 21:48:20,613 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:48:20,978 epoch 76 - iter 0/6098 - loss 0.33086991 | |
| 2018-12-17 21:48:38,884 epoch 76 - iter 609/6098 - loss 0.35479510 | |
| 2018-12-17 21:48:56,272 epoch 76 - iter 1218/6098 - loss 0.35690080 | |
| 2018-12-17 21:49:13,538 epoch 76 - iter 1827/6098 - loss 0.35817886 | |
| 2018-12-17 21:49:30,840 epoch 76 - iter 2436/6098 - loss 0.35764107 | |
| 2018-12-17 21:49:48,113 epoch 76 - iter 3045/6098 - loss 0.35878607 | |
| 2018-12-17 21:50:05,747 epoch 76 - iter 3654/6098 - loss 0.35933925 | |
| 2018-12-17 21:50:23,227 epoch 76 - iter 4263/6098 - loss 0.35976564 | |
| 2018-12-17 21:50:40,855 epoch 76 - iter 4872/6098 - loss 0.35959412 | |
| 2018-12-17 21:50:58,122 epoch 76 - iter 5481/6098 - loss 0.35989427 | |
| 2018-12-17 21:51:15,552 epoch 76 - iter 6090/6098 - loss 0.36022534 | |
| 2018-12-17 21:51:16,419 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:51:16,419 EPOCH 76 done: loss 0.3602 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 21:51:49,032 TEST : loss 0.27284378 - f-score 0.9172 - acc 0.9172 | |
| 2018-12-17 21:51:49,037 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:51:49,398 epoch 77 - iter 0/6098 - loss 0.31006891 | |
| 2018-12-17 21:52:06,925 epoch 77 - iter 609/6098 - loss 0.35442296 | |
| 2018-12-17 21:52:24,134 epoch 77 - iter 1218/6098 - loss 0.35260012 | |
| 2018-12-17 21:52:41,730 epoch 77 - iter 1827/6098 - loss 0.35410141 | |
| 2018-12-17 21:52:59,089 epoch 77 - iter 2436/6098 - loss 0.35558235 | |
| 2018-12-17 21:53:16,134 epoch 77 - iter 3045/6098 - loss 0.35755296 | |
| 2018-12-17 21:53:33,392 epoch 77 - iter 3654/6098 - loss 0.35733260 | |
| 2018-12-17 21:53:50,707 epoch 77 - iter 4263/6098 - loss 0.35804478 | |
| 2018-12-17 21:54:08,316 epoch 77 - iter 4872/6098 - loss 0.35907856 | |
| 2018-12-17 21:54:25,897 epoch 77 - iter 5481/6098 - loss 0.35990854 | |
| 2018-12-17 21:54:43,443 epoch 77 - iter 6090/6098 - loss 0.35991246 | |
| 2018-12-17 21:54:44,353 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:54:44,353 EPOCH 77 done: loss 0.3599 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 21:55:23,472 TEST : loss 0.27198467 - f-score 0.9182 - acc 0.9182 | |
| 2018-12-17 21:55:23,477 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:55:23,831 epoch 78 - iter 0/6098 - loss 0.67431009 | |
| 2018-12-17 21:55:41,766 epoch 78 - iter 609/6098 - loss 0.35654549 | |
| 2018-12-17 21:55:58,963 epoch 78 - iter 1218/6098 - loss 0.35784833 | |
| 2018-12-17 21:56:16,294 epoch 78 - iter 1827/6098 - loss 0.35946013 | |
| 2018-12-17 21:56:33,959 epoch 78 - iter 2436/6098 - loss 0.35799398 | |
| 2018-12-17 21:56:51,124 epoch 78 - iter 3045/6098 - loss 0.35792278 | |
| 2018-12-17 21:57:08,442 epoch 78 - iter 3654/6098 - loss 0.35863563 | |
| 2018-12-17 21:57:25,805 epoch 78 - iter 4263/6098 - loss 0.35956956 | |
| 2018-12-17 21:57:43,168 epoch 78 - iter 4872/6098 - loss 0.35947300 | |
| 2018-12-17 21:58:00,442 epoch 78 - iter 5481/6098 - loss 0.36018709 | |
| 2018-12-17 21:58:18,102 epoch 78 - iter 6090/6098 - loss 0.36068446 | |
| 2018-12-17 21:58:19,058 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:58:19,058 EPOCH 78 done: loss 0.3607 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 21:58:51,654 TEST : loss 0.27338731 - f-score 0.9181 - acc 0.9181 | |
| 2018-12-17 21:58:51,660 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 21:58:51,991 epoch 79 - iter 0/6098 - loss 0.40930229 | |
| 2018-12-17 21:59:09,747 epoch 79 - iter 609/6098 - loss 0.36039114 | |
| 2018-12-17 21:59:27,324 epoch 79 - iter 1218/6098 - loss 0.35905184 | |
| 2018-12-17 21:59:44,732 epoch 79 - iter 1827/6098 - loss 0.35919602 | |
| 2018-12-17 22:00:01,854 epoch 79 - iter 2436/6098 - loss 0.36032911 | |
| 2018-12-17 22:00:19,237 epoch 79 - iter 3045/6098 - loss 0.36125097 | |
| 2018-12-17 22:00:36,541 epoch 79 - iter 3654/6098 - loss 0.36158455 | |
| 2018-12-17 22:00:54,020 epoch 79 - iter 4263/6098 - loss 0.36084629 | |
| 2018-12-17 22:01:11,732 epoch 79 - iter 4872/6098 - loss 0.36083606 | |
| 2018-12-17 22:01:28,903 epoch 79 - iter 5481/6098 - loss 0.36039037 | |
| 2018-12-17 22:01:46,073 epoch 79 - iter 6090/6098 - loss 0.36046433 | |
| 2018-12-17 22:01:46,895 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:01:46,895 EPOCH 79 done: loss 0.3604 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 22:02:19,565 TEST : loss 0.27204233 - f-score 0.9175 - acc 0.9175 | |
| 2018-12-17 22:02:19,571 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:02:19,811 epoch 80 - iter 0/6098 - loss 0.39660269 | |
| 2018-12-17 22:02:37,132 epoch 80 - iter 609/6098 - loss 0.35601123 | |
| 2018-12-17 22:02:54,688 epoch 80 - iter 1218/6098 - loss 0.35808180 | |
| 2018-12-17 22:03:11,857 epoch 80 - iter 1827/6098 - loss 0.35839758 | |
| 2018-12-17 22:03:29,339 epoch 80 - iter 2436/6098 - loss 0.35863830 | |
| 2018-12-17 22:03:46,835 epoch 80 - iter 3045/6098 - loss 0.35867781 | |
| 2018-12-17 22:04:04,068 epoch 80 - iter 3654/6098 - loss 0.35835363 | |
| 2018-12-17 22:04:21,482 epoch 80 - iter 4263/6098 - loss 0.35912618 | |
| 2018-12-17 22:04:38,889 epoch 80 - iter 4872/6098 - loss 0.35923317 | |
| 2018-12-17 22:04:56,119 epoch 80 - iter 5481/6098 - loss 0.35911084 | |
| 2018-12-17 22:05:13,917 epoch 80 - iter 6090/6098 - loss 0.35916314 | |
| 2018-12-17 22:05:14,814 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:05:14,814 EPOCH 80 done: loss 0.3592 - lr 0.1000 - bad epochs 2 | |
| 2018-12-17 22:05:47,419 TEST : loss 0.27047530 - f-score 0.9181 - acc 0.9181 | |
| 2018-12-17 22:05:47,423 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:05:47,737 epoch 81 - iter 0/6098 - loss 0.45369142 | |
| 2018-12-17 22:06:05,420 epoch 81 - iter 609/6098 - loss 0.35995638 | |
| 2018-12-17 22:06:22,882 epoch 81 - iter 1218/6098 - loss 0.36170427 | |
| 2018-12-17 22:06:40,280 epoch 81 - iter 1827/6098 - loss 0.36107920 | |
| 2018-12-17 22:06:57,570 epoch 81 - iter 2436/6098 - loss 0.36070980 | |
| 2018-12-17 22:07:14,828 epoch 81 - iter 3045/6098 - loss 0.36035214 | |
| 2018-12-17 22:07:31,919 epoch 81 - iter 3654/6098 - loss 0.36040112 | |
| 2018-12-17 22:07:49,409 epoch 81 - iter 4263/6098 - loss 0.35964912 | |
| 2018-12-17 22:08:06,749 epoch 81 - iter 4872/6098 - loss 0.35928159 | |
| 2018-12-17 22:08:24,271 epoch 81 - iter 5481/6098 - loss 0.35910635 | |
| 2018-12-17 22:08:41,690 epoch 81 - iter 6090/6098 - loss 0.35876247 | |
| 2018-12-17 22:08:42,586 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:08:42,586 EPOCH 81 done: loss 0.3587 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 22:09:15,291 TEST : loss 0.26946914 - f-score 0.9186 - acc 0.9186 | |
| 2018-12-17 22:09:15,296 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:09:15,512 epoch 82 - iter 0/6098 - loss 0.33606416 | |
| 2018-12-17 22:09:33,257 epoch 82 - iter 609/6098 - loss 0.35245514 | |
| 2018-12-17 22:09:50,845 epoch 82 - iter 1218/6098 - loss 0.35089484 | |
| 2018-12-17 22:10:08,359 epoch 82 - iter 1827/6098 - loss 0.35366617 | |
| 2018-12-17 22:10:25,701 epoch 82 - iter 2436/6098 - loss 0.35527296 | |
| 2018-12-17 22:10:43,052 epoch 82 - iter 3045/6098 - loss 0.35592242 | |
| 2018-12-17 22:11:00,164 epoch 82 - iter 3654/6098 - loss 0.35733251 | |
| 2018-12-17 22:11:17,643 epoch 82 - iter 4263/6098 - loss 0.35785063 | |
| 2018-12-17 22:11:34,924 epoch 82 - iter 4872/6098 - loss 0.35761516 | |
| 2018-12-17 22:11:52,678 epoch 82 - iter 5481/6098 - loss 0.35783953 | |
| 2018-12-17 22:12:10,073 epoch 82 - iter 6090/6098 - loss 0.35833925 | |
| 2018-12-17 22:12:11,010 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:12:11,010 EPOCH 82 done: loss 0.3584 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 22:13:04,034 TEST : loss 0.27076852 - f-score 0.9179 - acc 0.9179 | |
| 2018-12-17 22:13:04,038 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:13:04,378 epoch 83 - iter 0/6098 - loss 0.35248953 | |
| 2018-12-17 22:13:21,923 epoch 83 - iter 609/6098 - loss 0.36142002 | |
| 2018-12-17 22:13:40,062 epoch 83 - iter 1218/6098 - loss 0.35758723 | |
| 2018-12-17 22:13:57,753 epoch 83 - iter 1827/6098 - loss 0.35701980 | |
| 2018-12-17 22:14:15,527 epoch 83 - iter 2436/6098 - loss 0.35754414 | |
| 2018-12-17 22:14:33,272 epoch 83 - iter 3045/6098 - loss 0.35779673 | |
| 2018-12-17 22:14:50,888 epoch 83 - iter 3654/6098 - loss 0.35833377 | |
| 2018-12-17 22:15:08,572 epoch 83 - iter 4263/6098 - loss 0.35831544 | |
| 2018-12-17 22:15:26,209 epoch 83 - iter 4872/6098 - loss 0.35805940 | |
| 2018-12-17 22:15:43,850 epoch 83 - iter 5481/6098 - loss 0.35791404 | |
| 2018-12-17 22:16:01,389 epoch 83 - iter 6090/6098 - loss 0.35894008 | |
| 2018-12-17 22:16:02,315 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:16:02,315 EPOCH 83 done: loss 0.3590 - lr 0.1000 - bad epochs 0 | |
| 2018-12-17 22:16:35,135 TEST : loss 0.27087462 - f-score 0.9173 - acc 0.9173 | |
| 2018-12-17 22:16:35,139 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:16:35,407 epoch 84 - iter 0/6098 - loss 0.27666074 | |
| 2018-12-17 22:16:53,001 epoch 84 - iter 609/6098 - loss 0.35521447 | |
| 2018-12-17 22:17:10,727 epoch 84 - iter 1218/6098 - loss 0.35573954 | |
| 2018-12-17 22:17:27,974 epoch 84 - iter 1827/6098 - loss 0.35666997 | |
| 2018-12-17 22:17:45,061 epoch 84 - iter 2436/6098 - loss 0.35807661 | |
| 2018-12-17 22:18:02,916 epoch 84 - iter 3045/6098 - loss 0.35764634 | |
| 2018-12-17 22:18:20,210 epoch 84 - iter 3654/6098 - loss 0.35842895 | |
| 2018-12-17 22:18:37,856 epoch 84 - iter 4263/6098 - loss 0.35827567 | |
| 2018-12-17 22:18:55,118 epoch 84 - iter 4872/6098 - loss 0.35948491 | |
| 2018-12-17 22:19:12,585 epoch 84 - iter 5481/6098 - loss 0.35912073 | |
| 2018-12-17 22:19:30,050 epoch 84 - iter 6090/6098 - loss 0.35934890 | |
| 2018-12-17 22:19:30,933 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:19:30,933 EPOCH 84 done: loss 0.3593 - lr 0.1000 - bad epochs 1 | |
| 2018-12-17 22:20:03,589 TEST : loss 0.27350983 - f-score 0.9173 - acc 0.9173 | |
| 2018-12-17 22:20:03,594 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:20:03,903 epoch 85 - iter 0/6098 - loss 0.21108435 | |
| 2018-12-17 22:20:21,483 epoch 85 - iter 609/6098 - loss 0.35937866 | |
| 2018-12-17 22:20:38,953 epoch 85 - iter 1218/6098 - loss 0.35786083 | |
| 2018-12-17 22:20:56,155 epoch 85 - iter 1827/6098 - loss 0.36027243 | |
| 2018-12-17 22:21:13,739 epoch 85 - iter 2436/6098 - loss 0.36055290 | |
| 2018-12-17 22:21:31,088 epoch 85 - iter 3045/6098 - loss 0.35937182 | |
| 2018-12-17 22:21:48,772 epoch 85 - iter 3654/6098 - loss 0.35957596 | |
| 2018-12-17 22:22:06,190 epoch 85 - iter 4263/6098 - loss 0.36005522 | |
| 2018-12-17 22:22:23,521 epoch 85 - iter 4872/6098 - loss 0.36058457 | |
| 2018-12-17 22:22:41,161 epoch 85 - iter 5481/6098 - loss 0.36005719 | |
| 2018-12-17 22:22:58,658 epoch 85 - iter 6090/6098 - loss 0.35995264 | |
| 2018-12-17 22:22:59,536 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:22:59,537 EPOCH 85 done: loss 0.3599 - lr 0.1000 - bad epochs 2 | |
| 2018-12-17 22:23:32,257 TEST : loss 0.27388296 - f-score 0.9167 - acc 0.9167 | |
| 2018-12-17 22:23:32,263 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:23:32,477 epoch 86 - iter 0/6098 - loss 0.49088141 | |
| 2018-12-17 22:23:50,062 epoch 86 - iter 609/6098 - loss 0.34969513 | |
| 2018-12-17 22:24:07,514 epoch 86 - iter 1218/6098 - loss 0.34964056 | |
| 2018-12-17 22:24:24,839 epoch 86 - iter 1827/6098 - loss 0.35242605 | |
| 2018-12-17 22:24:42,432 epoch 86 - iter 2436/6098 - loss 0.35315710 | |
| 2018-12-17 22:24:59,728 epoch 86 - iter 3045/6098 - loss 0.35556155 | |
| 2018-12-17 22:25:17,215 epoch 86 - iter 3654/6098 - loss 0.35555492 | |
| 2018-12-17 22:25:34,449 epoch 86 - iter 4263/6098 - loss 0.35674066 | |
| 2018-12-17 22:25:51,602 epoch 86 - iter 4872/6098 - loss 0.35734227 | |
| 2018-12-17 22:26:09,071 epoch 86 - iter 5481/6098 - loss 0.35766249 | |
| 2018-12-17 22:26:26,504 epoch 86 - iter 6090/6098 - loss 0.35835122 | |
| 2018-12-17 22:26:27,424 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:26:27,425 EPOCH 86 done: loss 0.3584 - lr 0.1000 - bad epochs 3 | |
| 2018-12-17 22:27:00,121 TEST : loss 0.27010158 - f-score 0.9182 - acc 0.9182 | |
| 2018-12-17 22:27:00,126 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:27:00,418 epoch 87 - iter 0/6098 - loss 0.44214058 | |
| 2018-12-17 22:27:18,234 epoch 87 - iter 609/6098 - loss 0.34175921 | |
| 2018-12-17 22:27:35,780 epoch 87 - iter 1218/6098 - loss 0.33884814 | |
| 2018-12-17 22:27:53,183 epoch 87 - iter 1827/6098 - loss 0.34019137 | |
| 2018-12-17 22:28:10,753 epoch 87 - iter 2436/6098 - loss 0.34036450 | |
| 2018-12-17 22:28:28,016 epoch 87 - iter 3045/6098 - loss 0.34055807 | |
| 2018-12-17 22:28:45,344 epoch 87 - iter 3654/6098 - loss 0.33993735 | |
| 2018-12-17 22:29:02,598 epoch 87 - iter 4263/6098 - loss 0.33964330 | |
| 2018-12-17 22:29:20,056 epoch 87 - iter 4872/6098 - loss 0.33931134 | |
| 2018-12-17 22:29:37,315 epoch 87 - iter 5481/6098 - loss 0.33845934 | |
| 2018-12-17 22:29:54,718 epoch 87 - iter 6090/6098 - loss 0.33834908 | |
| 2018-12-17 22:29:55,657 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:29:55,657 EPOCH 87 done: loss 0.3383 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 22:30:28,401 TEST : loss 0.26064590 - f-score 0.9214 - acc 0.9214 | |
| 2018-12-17 22:30:28,406 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:30:28,683 epoch 88 - iter 0/6098 - loss 0.41494715 | |
| 2018-12-17 22:30:46,316 epoch 88 - iter 609/6098 - loss 0.33006967 | |
| 2018-12-17 22:31:03,816 epoch 88 - iter 1218/6098 - loss 0.33128463 | |
| 2018-12-17 22:31:21,010 epoch 88 - iter 1827/6098 - loss 0.33228225 | |
| 2018-12-17 22:31:38,701 epoch 88 - iter 2436/6098 - loss 0.33217162 | |
| 2018-12-17 22:31:56,135 epoch 88 - iter 3045/6098 - loss 0.33292763 | |
| 2018-12-17 22:32:13,482 epoch 88 - iter 3654/6098 - loss 0.33309261 | |
| 2018-12-17 22:32:30,947 epoch 88 - iter 4263/6098 - loss 0.33367991 | |
| 2018-12-17 22:32:48,325 epoch 88 - iter 4872/6098 - loss 0.33382903 | |
| 2018-12-17 22:33:05,637 epoch 88 - iter 5481/6098 - loss 0.33340465 | |
| 2018-12-17 22:33:23,277 epoch 88 - iter 6090/6098 - loss 0.33322796 | |
| 2018-12-17 22:33:24,183 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:33:24,183 EPOCH 88 done: loss 0.3333 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 22:33:56,820 TEST : loss 0.25748733 - f-score 0.9220 - acc 0.9220 | |
| 2018-12-17 22:33:56,826 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:33:57,187 epoch 89 - iter 0/6098 - loss 0.23813364 | |
| 2018-12-17 22:34:14,912 epoch 89 - iter 609/6098 - loss 0.33123258 | |
| 2018-12-17 22:34:32,522 epoch 89 - iter 1218/6098 - loss 0.32722925 | |
| 2018-12-17 22:34:49,926 epoch 89 - iter 1827/6098 - loss 0.32809914 | |
| 2018-12-17 22:35:07,151 epoch 89 - iter 2436/6098 - loss 0.32842709 | |
| 2018-12-17 22:35:24,449 epoch 89 - iter 3045/6098 - loss 0.32801978 | |
| 2018-12-17 22:35:41,846 epoch 89 - iter 3654/6098 - loss 0.32844697 | |
| 2018-12-17 22:35:59,261 epoch 89 - iter 4263/6098 - loss 0.32975493 | |
| 2018-12-17 22:36:16,926 epoch 89 - iter 4872/6098 - loss 0.32968098 | |
| 2018-12-17 22:36:34,200 epoch 89 - iter 5481/6098 - loss 0.32944471 | |
| 2018-12-17 22:36:51,621 epoch 89 - iter 6090/6098 - loss 0.32878542 | |
| 2018-12-17 22:36:52,544 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:36:52,544 EPOCH 89 done: loss 0.3288 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 22:37:27,917 TEST : loss 0.25620428 - f-score 0.9229 - acc 0.9229 | |
| 2018-12-17 22:37:27,922 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:37:28,294 epoch 90 - iter 0/6098 - loss 0.32837874 | |
| 2018-12-17 22:37:45,826 epoch 90 - iter 609/6098 - loss 0.32285026 | |
| 2018-12-17 22:38:03,378 epoch 90 - iter 1218/6098 - loss 0.32489302 | |
| 2018-12-17 22:38:20,751 epoch 90 - iter 1827/6098 - loss 0.32703541 | |
| 2018-12-17 22:38:38,086 epoch 90 - iter 2436/6098 - loss 0.32654733 | |
| 2018-12-17 22:38:55,222 epoch 90 - iter 3045/6098 - loss 0.32741207 | |
| 2018-12-17 22:39:13,110 epoch 90 - iter 3654/6098 - loss 0.32810817 | |
| 2018-12-17 22:39:30,543 epoch 90 - iter 4263/6098 - loss 0.32800320 | |
| 2018-12-17 22:39:48,102 epoch 90 - iter 4872/6098 - loss 0.32809221 | |
| 2018-12-17 22:40:05,687 epoch 90 - iter 5481/6098 - loss 0.32800969 | |
| 2018-12-17 22:40:22,979 epoch 90 - iter 6090/6098 - loss 0.32854633 | |
| 2018-12-17 22:40:23,927 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:40:23,927 EPOCH 90 done: loss 0.3286 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 22:40:56,562 TEST : loss 0.25561926 - f-score 0.9225 - acc 0.9225 | |
| 2018-12-17 22:40:56,567 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:40:56,941 epoch 91 - iter 0/6098 - loss 0.69708651 | |
| 2018-12-17 22:41:14,542 epoch 91 - iter 609/6098 - loss 0.32810763 | |
| 2018-12-17 22:41:31,729 epoch 91 - iter 1218/6098 - loss 0.32558216 | |
| 2018-12-17 22:41:49,199 epoch 91 - iter 1827/6098 - loss 0.32417035 | |
| 2018-12-17 22:42:06,652 epoch 91 - iter 2436/6098 - loss 0.32508699 | |
| 2018-12-17 22:42:24,374 epoch 91 - iter 3045/6098 - loss 0.32578410 | |
| 2018-12-17 22:42:41,899 epoch 91 - iter 3654/6098 - loss 0.32546141 | |
| 2018-12-17 22:42:59,290 epoch 91 - iter 4263/6098 - loss 0.32511709 | |
| 2018-12-17 22:43:16,698 epoch 91 - iter 4872/6098 - loss 0.32538590 | |
| 2018-12-17 22:43:34,254 epoch 91 - iter 5481/6098 - loss 0.32494232 | |
| 2018-12-17 22:43:51,408 epoch 91 - iter 6090/6098 - loss 0.32503690 | |
| 2018-12-17 22:43:52,333 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:43:52,333 EPOCH 91 done: loss 0.3250 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 22:44:25,001 TEST : loss 0.25510538 - f-score 0.9230 - acc 0.9230 | |
| 2018-12-17 22:44:25,005 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:44:25,382 epoch 92 - iter 0/6098 - loss 0.23253229 | |
| 2018-12-17 22:44:43,178 epoch 92 - iter 609/6098 - loss 0.32423263 | |
| 2018-12-17 22:45:00,654 epoch 92 - iter 1218/6098 - loss 0.32787882 | |
| 2018-12-17 22:45:17,964 epoch 92 - iter 1827/6098 - loss 0.32627958 | |
| 2018-12-17 22:45:35,510 epoch 92 - iter 2436/6098 - loss 0.32547155 | |
| 2018-12-17 22:45:52,826 epoch 92 - iter 3045/6098 - loss 0.32585432 | |
| 2018-12-17 22:46:10,847 epoch 92 - iter 3654/6098 - loss 0.32571752 | |
| 2018-12-17 22:46:28,282 epoch 92 - iter 4263/6098 - loss 0.32655299 | |
| 2018-12-17 22:46:46,212 epoch 92 - iter 4872/6098 - loss 0.32701570 | |
| 2018-12-17 22:47:04,132 epoch 92 - iter 5481/6098 - loss 0.32672904 | |
| 2018-12-17 22:47:22,196 epoch 92 - iter 6090/6098 - loss 0.32667143 | |
| 2018-12-17 22:47:23,085 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:47:23,085 EPOCH 92 done: loss 0.3266 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 22:47:56,074 TEST : loss 0.25503856 - f-score 0.9227 - acc 0.9227 | |
| 2018-12-17 22:47:56,079 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:47:56,446 epoch 93 - iter 0/6098 - loss 0.32281992 | |
| 2018-12-17 22:48:14,338 epoch 93 - iter 609/6098 - loss 0.32472694 | |
| 2018-12-17 22:48:32,384 epoch 93 - iter 1218/6098 - loss 0.32478719 | |
| 2018-12-17 22:48:50,286 epoch 93 - iter 1827/6098 - loss 0.32368167 | |
| 2018-12-17 22:49:07,640 epoch 93 - iter 2436/6098 - loss 0.32216882 | |
| 2018-12-17 22:49:25,199 epoch 93 - iter 3045/6098 - loss 0.32197787 | |
| 2018-12-17 22:49:42,841 epoch 93 - iter 3654/6098 - loss 0.32315560 | |
| 2018-12-17 22:50:00,570 epoch 93 - iter 4263/6098 - loss 0.32340232 | |
| 2018-12-17 22:50:18,031 epoch 93 - iter 4872/6098 - loss 0.32393710 | |
| 2018-12-17 22:50:35,490 epoch 93 - iter 5481/6098 - loss 0.32446403 | |
| 2018-12-17 22:50:53,086 epoch 93 - iter 6090/6098 - loss 0.32461296 | |
| 2018-12-17 22:50:53,984 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:50:53,984 EPOCH 93 done: loss 0.3246 - lr 0.0500 - bad epochs 1 | |
| 2018-12-17 22:51:31,663 TEST : loss 0.25497195 - f-score 0.9229 - acc 0.9229 | |
| 2018-12-17 22:51:31,667 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:51:32,046 epoch 94 - iter 0/6098 - loss 0.32549214 | |
| 2018-12-17 22:51:49,729 epoch 94 - iter 609/6098 - loss 0.32759946 | |
| 2018-12-17 22:52:07,212 epoch 94 - iter 1218/6098 - loss 0.32511057 | |
| 2018-12-17 22:52:24,658 epoch 94 - iter 1827/6098 - loss 0.32336059 | |
| 2018-12-17 22:52:42,306 epoch 94 - iter 2436/6098 - loss 0.32279468 | |
| 2018-12-17 22:52:59,731 epoch 94 - iter 3045/6098 - loss 0.32291006 | |
| 2018-12-17 22:53:17,177 epoch 94 - iter 3654/6098 - loss 0.32355709 | |
| 2018-12-17 22:53:34,768 epoch 94 - iter 4263/6098 - loss 0.32316249 | |
| 2018-12-17 22:53:52,250 epoch 94 - iter 4872/6098 - loss 0.32366645 | |
| 2018-12-17 22:54:09,390 epoch 94 - iter 5481/6098 - loss 0.32406181 | |
| 2018-12-17 22:54:26,704 epoch 94 - iter 6090/6098 - loss 0.32429506 | |
| 2018-12-17 22:54:27,633 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:54:27,633 EPOCH 94 done: loss 0.3243 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 22:55:00,275 TEST : loss 0.25392407 - f-score 0.9236 - acc 0.9236 | |
| 2018-12-17 22:55:00,279 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:55:00,648 epoch 95 - iter 0/6098 - loss 0.43660828 | |
| 2018-12-17 22:55:18,149 epoch 95 - iter 609/6098 - loss 0.32182962 | |
| 2018-12-17 22:55:35,743 epoch 95 - iter 1218/6098 - loss 0.32118093 | |
| 2018-12-17 22:55:53,468 epoch 95 - iter 1827/6098 - loss 0.32383544 | |
| 2018-12-17 22:56:11,178 epoch 95 - iter 2436/6098 - loss 0.32336168 | |
| 2018-12-17 22:56:28,836 epoch 95 - iter 3045/6098 - loss 0.32414313 | |
| 2018-12-17 22:56:46,208 epoch 95 - iter 3654/6098 - loss 0.32356572 | |
| 2018-12-17 22:57:03,632 epoch 95 - iter 4263/6098 - loss 0.32442837 | |
| 2018-12-17 22:57:21,052 epoch 95 - iter 4872/6098 - loss 0.32386665 | |
| 2018-12-17 22:57:38,468 epoch 95 - iter 5481/6098 - loss 0.32358503 | |
| 2018-12-17 22:57:55,530 epoch 95 - iter 6090/6098 - loss 0.32353385 | |
| 2018-12-17 22:57:56,517 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:57:56,517 EPOCH 95 done: loss 0.3236 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 22:58:32,467 TEST : loss 0.25474688 - f-score 0.9230 - acc 0.9230 | |
| 2018-12-17 22:58:32,472 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 22:58:32,849 epoch 96 - iter 0/6098 - loss 0.20640486 | |
| 2018-12-17 22:58:50,237 epoch 96 - iter 609/6098 - loss 0.32221470 | |
| 2018-12-17 22:59:07,903 epoch 96 - iter 1218/6098 - loss 0.32145543 | |
| 2018-12-17 22:59:25,455 epoch 96 - iter 1827/6098 - loss 0.32162286 | |
| 2018-12-17 22:59:42,809 epoch 96 - iter 2436/6098 - loss 0.32112985 | |
| 2018-12-17 23:00:00,557 epoch 96 - iter 3045/6098 - loss 0.32264468 | |
| 2018-12-17 23:00:18,088 epoch 96 - iter 3654/6098 - loss 0.32215920 | |
| 2018-12-17 23:00:35,274 epoch 96 - iter 4263/6098 - loss 0.32263322 | |
| 2018-12-17 23:00:52,574 epoch 96 - iter 4872/6098 - loss 0.32295235 | |
| 2018-12-17 23:01:09,814 epoch 96 - iter 5481/6098 - loss 0.32304274 | |
| 2018-12-17 23:01:27,393 epoch 96 - iter 6090/6098 - loss 0.32225146 | |
| 2018-12-17 23:01:28,317 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:01:28,318 EPOCH 96 done: loss 0.3222 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 23:02:00,943 TEST : loss 0.25182027 - f-score 0.9238 - acc 0.9238 | |
| 2018-12-17 23:02:00,948 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:02:01,308 epoch 97 - iter 0/6098 - loss 0.43456095 | |
| 2018-12-17 23:02:18,923 epoch 97 - iter 609/6098 - loss 0.32501718 | |
| 2018-12-17 23:02:36,550 epoch 97 - iter 1218/6098 - loss 0.32381393 | |
| 2018-12-17 23:02:53,796 epoch 97 - iter 1827/6098 - loss 0.32278488 | |
| 2018-12-17 23:03:11,255 epoch 97 - iter 2436/6098 - loss 0.32268655 | |
| 2018-12-17 23:03:28,782 epoch 97 - iter 3045/6098 - loss 0.32161582 | |
| 2018-12-17 23:03:46,250 epoch 97 - iter 3654/6098 - loss 0.32156777 | |
| 2018-12-17 23:04:03,523 epoch 97 - iter 4263/6098 - loss 0.32041100 | |
| 2018-12-17 23:04:20,750 epoch 97 - iter 4872/6098 - loss 0.32061057 | |
| 2018-12-17 23:04:38,383 epoch 97 - iter 5481/6098 - loss 0.32159388 | |
| 2018-12-17 23:04:55,941 epoch 97 - iter 6090/6098 - loss 0.32154998 | |
| 2018-12-17 23:04:56,827 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:04:56,827 EPOCH 97 done: loss 0.3216 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 23:05:29,538 TEST : loss 0.25219837 - f-score 0.9235 - acc 0.9235 | |
| 2018-12-17 23:05:29,543 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:05:29,846 epoch 98 - iter 0/6098 - loss 0.31018174 | |
| 2018-12-17 23:05:47,273 epoch 98 - iter 609/6098 - loss 0.31714236 | |
| 2018-12-17 23:06:04,660 epoch 98 - iter 1218/6098 - loss 0.32098851 | |
| 2018-12-17 23:06:22,166 epoch 98 - iter 1827/6098 - loss 0.32033842 | |
| 2018-12-17 23:06:39,454 epoch 98 - iter 2436/6098 - loss 0.31957052 | |
| 2018-12-17 23:06:56,622 epoch 98 - iter 3045/6098 - loss 0.31911534 | |
| 2018-12-17 23:07:13,900 epoch 98 - iter 3654/6098 - loss 0.32032931 | |
| 2018-12-17 23:07:31,351 epoch 98 - iter 4263/6098 - loss 0.32063485 | |
| 2018-12-17 23:07:49,112 epoch 98 - iter 4872/6098 - loss 0.32136128 | |
| 2018-12-17 23:08:06,720 epoch 98 - iter 5481/6098 - loss 0.32139202 | |
| 2018-12-17 23:08:24,049 epoch 98 - iter 6090/6098 - loss 0.32160742 | |
| 2018-12-17 23:08:24,981 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:08:24,981 EPOCH 98 done: loss 0.3216 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 23:09:01,426 TEST : loss 0.25150293 - f-score 0.9240 - acc 0.9240 | |
| 2018-12-17 23:09:01,431 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:09:01,757 epoch 99 - iter 0/6098 - loss 0.48059595 | |
| 2018-12-17 23:09:19,370 epoch 99 - iter 609/6098 - loss 0.32219798 | |
| 2018-12-17 23:09:36,653 epoch 99 - iter 1218/6098 - loss 0.32074265 | |
| 2018-12-17 23:09:54,215 epoch 99 - iter 1827/6098 - loss 0.32162493 | |
| 2018-12-17 23:10:11,558 epoch 99 - iter 2436/6098 - loss 0.32118689 | |
| 2018-12-17 23:10:30,214 epoch 99 - iter 3045/6098 - loss 0.32105947 | |
| 2018-12-17 23:10:47,626 epoch 99 - iter 3654/6098 - loss 0.32014552 | |
| 2018-12-17 23:11:04,986 epoch 99 - iter 4263/6098 - loss 0.32022422 | |
| 2018-12-17 23:11:22,376 epoch 99 - iter 4872/6098 - loss 0.32053476 | |
| 2018-12-17 23:11:39,706 epoch 99 - iter 5481/6098 - loss 0.32115544 | |
| 2018-12-17 23:11:57,091 epoch 99 - iter 6090/6098 - loss 0.32153952 | |
| 2018-12-17 23:11:58,019 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:11:58,019 EPOCH 99 done: loss 0.3215 - lr 0.0500 - bad epochs 1 | |
| 2018-12-17 23:12:30,738 TEST : loss 0.25267538 - f-score 0.9236 - acc 0.9236 | |
| 2018-12-17 23:12:30,743 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:12:30,996 epoch 100 - iter 0/6098 - loss 0.31389979 | |
| 2018-12-17 23:12:48,720 epoch 100 - iter 609/6098 - loss 0.31581552 | |
| 2018-12-17 23:13:06,199 epoch 100 - iter 1218/6098 - loss 0.31818101 | |
| 2018-12-17 23:13:23,476 epoch 100 - iter 1827/6098 - loss 0.31957398 | |
| 2018-12-17 23:13:40,782 epoch 100 - iter 2436/6098 - loss 0.32041858 | |
| 2018-12-17 23:13:57,905 epoch 100 - iter 3045/6098 - loss 0.32046672 | |
| 2018-12-17 23:14:15,241 epoch 100 - iter 3654/6098 - loss 0.32017955 | |
| 2018-12-17 23:14:32,457 epoch 100 - iter 4263/6098 - loss 0.31989003 | |
| 2018-12-17 23:14:50,499 epoch 100 - iter 4872/6098 - loss 0.32009346 | |
| 2018-12-17 23:15:08,575 epoch 100 - iter 5481/6098 - loss 0.32048158 | |
| 2018-12-17 23:15:26,412 epoch 100 - iter 6090/6098 - loss 0.32067333 | |
| 2018-12-17 23:15:27,317 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:15:27,317 EPOCH 100 done: loss 0.3207 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 23:16:06,413 TEST : loss 0.25164610 - f-score 0.9238 - acc 0.9238 | |
| 2018-12-17 23:16:06,418 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:16:06,739 epoch 101 - iter 0/6098 - loss 0.30029601 | |
| 2018-12-17 23:16:25,044 epoch 101 - iter 609/6098 - loss 0.32050590 | |
| 2018-12-17 23:16:42,986 epoch 101 - iter 1218/6098 - loss 0.31891890 | |
| 2018-12-17 23:17:00,655 epoch 101 - iter 1827/6098 - loss 0.31908321 | |
| 2018-12-17 23:17:18,367 epoch 101 - iter 2436/6098 - loss 0.31856771 | |
| 2018-12-17 23:17:36,449 epoch 101 - iter 3045/6098 - loss 0.31930418 | |
| 2018-12-17 23:17:54,388 epoch 101 - iter 3654/6098 - loss 0.32083854 | |
| 2018-12-17 23:18:11,650 epoch 101 - iter 4263/6098 - loss 0.32117715 | |
| 2018-12-17 23:18:29,125 epoch 101 - iter 4872/6098 - loss 0.32076317 | |
| 2018-12-17 23:18:46,963 epoch 101 - iter 5481/6098 - loss 0.32050499 | |
| 2018-12-17 23:19:04,428 epoch 101 - iter 6090/6098 - loss 0.32058617 | |
| 2018-12-17 23:19:05,298 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:19:05,298 EPOCH 101 done: loss 0.3207 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 23:19:38,069 TEST : loss 0.24960557 - f-score 0.9246 - acc 0.9246 | |
| 2018-12-17 23:19:38,075 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:19:38,323 epoch 102 - iter 0/6098 - loss 0.32304075 | |
| 2018-12-17 23:19:55,981 epoch 102 - iter 609/6098 - loss 0.31689997 | |
| 2018-12-17 23:20:13,506 epoch 102 - iter 1218/6098 - loss 0.31692723 | |
| 2018-12-17 23:20:30,846 epoch 102 - iter 1827/6098 - loss 0.31885669 | |
| 2018-12-17 23:20:48,260 epoch 102 - iter 2436/6098 - loss 0.31816154 | |
| 2018-12-17 23:21:05,759 epoch 102 - iter 3045/6098 - loss 0.31891358 | |
| 2018-12-17 23:21:23,074 epoch 102 - iter 3654/6098 - loss 0.31941077 | |
| 2018-12-17 23:21:40,378 epoch 102 - iter 4263/6098 - loss 0.31954356 | |
| 2018-12-17 23:21:57,784 epoch 102 - iter 4872/6098 - loss 0.31955975 | |
| 2018-12-17 23:22:15,082 epoch 102 - iter 5481/6098 - loss 0.31967758 | |
| 2018-12-17 23:22:32,520 epoch 102 - iter 6090/6098 - loss 0.31986729 | |
| 2018-12-17 23:22:33,402 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:22:33,402 EPOCH 102 done: loss 0.3198 - lr 0.0500 - bad epochs 1 | |
| 2018-12-17 23:23:06,031 TEST : loss 0.25195476 - f-score 0.9242 - acc 0.9242 | |
| 2018-12-17 23:23:06,035 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:23:06,326 epoch 103 - iter 0/6098 - loss 0.39876616 | |
| 2018-12-17 23:23:23,846 epoch 103 - iter 609/6098 - loss 0.31590325 | |
| 2018-12-17 23:23:41,235 epoch 103 - iter 1218/6098 - loss 0.31840542 | |
| 2018-12-17 23:23:58,443 epoch 103 - iter 1827/6098 - loss 0.31681621 | |
| 2018-12-17 23:24:16,210 epoch 103 - iter 2436/6098 - loss 0.31645830 | |
| 2018-12-17 23:24:33,662 epoch 103 - iter 3045/6098 - loss 0.31686706 | |
| 2018-12-17 23:24:50,869 epoch 103 - iter 3654/6098 - loss 0.31801339 | |
| 2018-12-17 23:25:08,202 epoch 103 - iter 4263/6098 - loss 0.31872814 | |
| 2018-12-17 23:25:25,799 epoch 103 - iter 4872/6098 - loss 0.31841231 | |
| 2018-12-17 23:25:42,949 epoch 103 - iter 5481/6098 - loss 0.31869520 | |
| 2018-12-17 23:26:00,224 epoch 103 - iter 6090/6098 - loss 0.31913333 | |
| 2018-12-17 23:26:01,100 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:26:01,100 EPOCH 103 done: loss 0.3191 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 23:26:33,849 TEST : loss 0.25179917 - f-score 0.9239 - acc 0.9239 | |
| 2018-12-17 23:26:33,855 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:26:34,067 epoch 104 - iter 0/6098 - loss 0.33764032 | |
| 2018-12-17 23:26:51,668 epoch 104 - iter 609/6098 - loss 0.31188892 | |
| 2018-12-17 23:27:09,149 epoch 104 - iter 1218/6098 - loss 0.31558395 | |
| 2018-12-17 23:27:26,482 epoch 104 - iter 1827/6098 - loss 0.31678045 | |
| 2018-12-17 23:27:43,431 epoch 104 - iter 2436/6098 - loss 0.31783978 | |
| 2018-12-17 23:28:01,025 epoch 104 - iter 3045/6098 - loss 0.31743404 | |
| 2018-12-17 23:28:18,186 epoch 104 - iter 3654/6098 - loss 0.31766356 | |
| 2018-12-17 23:28:35,564 epoch 104 - iter 4263/6098 - loss 0.31730373 | |
| 2018-12-17 23:28:53,208 epoch 104 - iter 4872/6098 - loss 0.31744331 | |
| 2018-12-17 23:29:10,710 epoch 104 - iter 5481/6098 - loss 0.31755400 | |
| 2018-12-17 23:29:28,075 epoch 104 - iter 6090/6098 - loss 0.31740733 | |
| 2018-12-17 23:29:28,986 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:29:28,987 EPOCH 104 done: loss 0.3175 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 23:30:01,704 TEST : loss 0.25258398 - f-score 0.9241 - acc 0.9241 | |
| 2018-12-17 23:30:01,709 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:30:02,013 epoch 105 - iter 0/6098 - loss 0.39803037 | |
| 2018-12-17 23:30:19,679 epoch 105 - iter 609/6098 - loss 0.31942815 | |
| 2018-12-17 23:30:37,037 epoch 105 - iter 1218/6098 - loss 0.31807114 | |
| 2018-12-17 23:30:54,332 epoch 105 - iter 1827/6098 - loss 0.31822348 | |
| 2018-12-17 23:31:11,932 epoch 105 - iter 2436/6098 - loss 0.32001741 | |
| 2018-12-17 23:31:29,415 epoch 105 - iter 3045/6098 - loss 0.31946947 | |
| 2018-12-17 23:31:46,626 epoch 105 - iter 3654/6098 - loss 0.31883309 | |
| 2018-12-17 23:32:03,952 epoch 105 - iter 4263/6098 - loss 0.31933253 | |
| 2018-12-17 23:32:21,356 epoch 105 - iter 4872/6098 - loss 0.31898132 | |
| 2018-12-17 23:32:38,681 epoch 105 - iter 5481/6098 - loss 0.31923334 | |
| 2018-12-17 23:32:56,022 epoch 105 - iter 6090/6098 - loss 0.31912104 | |
| 2018-12-17 23:32:56,891 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:32:56,891 EPOCH 105 done: loss 0.3191 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 23:33:29,623 TEST : loss 0.25031269 - f-score 0.9243 - acc 0.9243 | |
| 2018-12-17 23:33:29,628 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:33:29,934 epoch 106 - iter 0/6098 - loss 0.28480351 | |
| 2018-12-17 23:33:47,482 epoch 106 - iter 609/6098 - loss 0.30908034 | |
| 2018-12-17 23:34:05,194 epoch 106 - iter 1218/6098 - loss 0.31418034 | |
| 2018-12-17 23:34:22,584 epoch 106 - iter 1827/6098 - loss 0.31521566 | |
| 2018-12-17 23:34:39,944 epoch 106 - iter 2436/6098 - loss 0.31566104 | |
| 2018-12-17 23:34:57,226 epoch 106 - iter 3045/6098 - loss 0.31702864 | |
| 2018-12-17 23:35:14,669 epoch 106 - iter 3654/6098 - loss 0.31656749 | |
| 2018-12-17 23:35:32,020 epoch 106 - iter 4263/6098 - loss 0.31682791 | |
| 2018-12-17 23:35:49,429 epoch 106 - iter 4872/6098 - loss 0.31703480 | |
| 2018-12-17 23:36:06,841 epoch 106 - iter 5481/6098 - loss 0.31699263 | |
| 2018-12-17 23:36:24,403 epoch 106 - iter 6090/6098 - loss 0.31771152 | |
| 2018-12-17 23:36:25,256 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:36:25,257 EPOCH 106 done: loss 0.3177 - lr 0.0500 - bad epochs 1 | |
| 2018-12-17 23:36:57,920 TEST : loss 0.25047264 - f-score 0.9241 - acc 0.9241 | |
| 2018-12-17 23:36:57,925 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:36:58,291 epoch 107 - iter 0/6098 - loss 0.37144393 | |
| 2018-12-17 23:37:15,924 epoch 107 - iter 609/6098 - loss 0.31916464 | |
| 2018-12-17 23:37:33,537 epoch 107 - iter 1218/6098 - loss 0.31860502 | |
| 2018-12-17 23:37:51,182 epoch 107 - iter 1827/6098 - loss 0.31865623 | |
| 2018-12-17 23:38:08,490 epoch 107 - iter 2436/6098 - loss 0.31744759 | |
| 2018-12-17 23:38:26,109 epoch 107 - iter 3045/6098 - loss 0.31858492 | |
| 2018-12-17 23:38:43,448 epoch 107 - iter 3654/6098 - loss 0.31834779 | |
| 2018-12-17 23:39:00,550 epoch 107 - iter 4263/6098 - loss 0.31803827 | |
| 2018-12-17 23:39:17,733 epoch 107 - iter 4872/6098 - loss 0.31788326 | |
| 2018-12-17 23:39:35,149 epoch 107 - iter 5481/6098 - loss 0.31752695 | |
| 2018-12-17 23:39:52,819 epoch 107 - iter 6090/6098 - loss 0.31719367 | |
| 2018-12-17 23:39:53,806 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:39:53,806 EPOCH 107 done: loss 0.3172 - lr 0.0500 - bad epochs 2 | |
| 2018-12-17 23:40:26,520 TEST : loss 0.25240648 - f-score 0.9239 - acc 0.9239 | |
| 2018-12-17 23:40:26,525 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:40:26,901 epoch 108 - iter 0/6098 - loss 0.74161190 | |
| 2018-12-17 23:40:44,379 epoch 108 - iter 609/6098 - loss 0.31284912 | |
| 2018-12-17 23:41:01,759 epoch 108 - iter 1218/6098 - loss 0.31612086 | |
| 2018-12-17 23:41:19,049 epoch 108 - iter 1827/6098 - loss 0.31681313 | |
| 2018-12-17 23:41:36,592 epoch 108 - iter 2436/6098 - loss 0.31675720 | |
| 2018-12-17 23:41:54,080 epoch 108 - iter 3045/6098 - loss 0.31680077 | |
| 2018-12-17 23:42:11,498 epoch 108 - iter 3654/6098 - loss 0.31654622 | |
| 2018-12-17 23:42:28,806 epoch 108 - iter 4263/6098 - loss 0.31630164 | |
| 2018-12-17 23:42:46,230 epoch 108 - iter 4872/6098 - loss 0.31568740 | |
| 2018-12-17 23:43:03,569 epoch 108 - iter 5481/6098 - loss 0.31571506 | |
| 2018-12-17 23:43:20,931 epoch 108 - iter 6090/6098 - loss 0.31600826 | |
| 2018-12-17 23:43:21,886 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:43:21,886 EPOCH 108 done: loss 0.3160 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 23:43:54,544 TEST : loss 0.25193945 - f-score 0.9240 - acc 0.9240 | |
| 2018-12-17 23:43:54,549 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:43:54,919 epoch 109 - iter 0/6098 - loss 0.25723577 | |
| 2018-12-17 23:44:12,454 epoch 109 - iter 609/6098 - loss 0.31608064 | |
| 2018-12-17 23:44:29,920 epoch 109 - iter 1218/6098 - loss 0.31832151 | |
| 2018-12-17 23:44:47,358 epoch 109 - iter 1827/6098 - loss 0.31565120 | |
| 2018-12-17 23:45:04,905 epoch 109 - iter 2436/6098 - loss 0.31575432 | |
| 2018-12-17 23:45:22,565 epoch 109 - iter 3045/6098 - loss 0.31558524 | |
| 2018-12-17 23:45:40,118 epoch 109 - iter 3654/6098 - loss 0.31621443 | |
| 2018-12-17 23:45:57,904 epoch 109 - iter 4263/6098 - loss 0.31594983 | |
| 2018-12-17 23:46:15,569 epoch 109 - iter 4872/6098 - loss 0.31580734 | |
| 2018-12-17 23:46:33,147 epoch 109 - iter 5481/6098 - loss 0.31617420 | |
| 2018-12-17 23:46:50,860 epoch 109 - iter 6090/6098 - loss 0.31666218 | |
| 2018-12-17 23:46:51,677 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:46:51,678 EPOCH 109 done: loss 0.3166 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 23:47:24,457 TEST : loss 0.24960776 - f-score 0.9244 - acc 0.9244 | |
| 2018-12-17 23:47:24,461 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:47:24,836 epoch 110 - iter 0/6098 - loss 0.28227445 | |
| 2018-12-17 23:47:42,634 epoch 110 - iter 609/6098 - loss 0.30839802 | |
| 2018-12-17 23:48:00,368 epoch 110 - iter 1218/6098 - loss 0.31286164 | |
| 2018-12-17 23:48:18,160 epoch 110 - iter 1827/6098 - loss 0.31276402 | |
| 2018-12-17 23:48:35,847 epoch 110 - iter 2436/6098 - loss 0.31293352 | |
| 2018-12-17 23:48:53,399 epoch 110 - iter 3045/6098 - loss 0.31363824 | |
| 2018-12-17 23:49:10,983 epoch 110 - iter 3654/6098 - loss 0.31403820 | |
| 2018-12-17 23:49:28,434 epoch 110 - iter 4263/6098 - loss 0.31450486 | |
| 2018-12-17 23:49:45,837 epoch 110 - iter 4872/6098 - loss 0.31432425 | |
| 2018-12-17 23:50:03,259 epoch 110 - iter 5481/6098 - loss 0.31491152 | |
| 2018-12-17 23:50:20,825 epoch 110 - iter 6090/6098 - loss 0.31513967 | |
| 2018-12-17 23:50:21,735 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:50:21,735 EPOCH 110 done: loss 0.3152 - lr 0.0500 - bad epochs 1 | |
| 2018-12-17 23:50:54,395 TEST : loss 0.25160635 - f-score 0.9243 - acc 0.9243 | |
| 2018-12-17 23:50:54,400 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:50:54,777 epoch 111 - iter 0/6098 - loss 0.31600612 | |
| 2018-12-17 23:51:12,314 epoch 111 - iter 609/6098 - loss 0.31024338 | |
| 2018-12-17 23:51:29,922 epoch 111 - iter 1218/6098 - loss 0.31126553 | |
| 2018-12-17 23:51:47,203 epoch 111 - iter 1827/6098 - loss 0.31369688 | |
| 2018-12-17 23:52:04,408 epoch 111 - iter 2436/6098 - loss 0.31404898 | |
| 2018-12-17 23:52:21,816 epoch 111 - iter 3045/6098 - loss 0.31516654 | |
| 2018-12-17 23:52:39,375 epoch 111 - iter 3654/6098 - loss 0.31389036 | |
| 2018-12-17 23:52:57,061 epoch 111 - iter 4263/6098 - loss 0.31473818 | |
| 2018-12-17 23:53:14,598 epoch 111 - iter 4872/6098 - loss 0.31477340 | |
| 2018-12-17 23:53:32,083 epoch 111 - iter 5481/6098 - loss 0.31505819 | |
| 2018-12-17 23:53:49,277 epoch 111 - iter 6090/6098 - loss 0.31564200 | |
| 2018-12-17 23:53:50,142 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:53:50,142 EPOCH 111 done: loss 0.3157 - lr 0.0500 - bad epochs 0 | |
| 2018-12-17 23:54:22,840 TEST : loss 0.25141546 - f-score 0.9240 - acc 0.9240 | |
| 2018-12-17 23:54:22,845 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:54:23,157 epoch 112 - iter 0/6098 - loss 0.26907697 | |
| 2018-12-17 23:54:40,941 epoch 112 - iter 609/6098 - loss 0.31110779 | |
| 2018-12-17 23:54:58,439 epoch 112 - iter 1218/6098 - loss 0.31274373 | |
| 2018-12-17 23:55:15,853 epoch 112 - iter 1827/6098 - loss 0.31417342 | |
| 2018-12-17 23:55:33,318 epoch 112 - iter 2436/6098 - loss 0.31404680 | |
| 2018-12-17 23:55:50,785 epoch 112 - iter 3045/6098 - loss 0.31488159 | |
| 2018-12-17 23:56:08,152 epoch 112 - iter 3654/6098 - loss 0.31535977 | |
| 2018-12-17 23:56:25,326 epoch 112 - iter 4263/6098 - loss 0.31499062 | |
| 2018-12-17 23:56:42,861 epoch 112 - iter 4872/6098 - loss 0.31520043 | |
| 2018-12-17 23:57:00,161 epoch 112 - iter 5481/6098 - loss 0.31602861 | |
| 2018-12-17 23:57:17,380 epoch 112 - iter 6090/6098 - loss 0.31618681 | |
| 2018-12-17 23:57:18,258 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:57:18,258 EPOCH 112 done: loss 0.3162 - lr 0.0500 - bad epochs 1 | |
| 2018-12-17 23:57:54,721 TEST : loss 0.25026149 - f-score 0.9246 - acc 0.9246 | |
| 2018-12-17 23:57:54,726 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-17 23:57:55,066 epoch 113 - iter 0/6098 - loss 0.31032580 | |
| 2018-12-17 23:58:12,554 epoch 113 - iter 609/6098 - loss 0.31049527 | |
| 2018-12-17 23:58:30,179 epoch 113 - iter 1218/6098 - loss 0.31415860 | |
| 2018-12-17 23:58:47,533 epoch 113 - iter 1827/6098 - loss 0.31432402 | |
| 2018-12-17 23:59:04,993 epoch 113 - iter 2436/6098 - loss 0.31530947 | |
| 2018-12-17 23:59:22,273 epoch 113 - iter 3045/6098 - loss 0.31458648 | |
| 2018-12-17 23:59:39,651 epoch 113 - iter 3654/6098 - loss 0.31436261 | |
| 2018-12-17 23:59:56,864 epoch 113 - iter 4263/6098 - loss 0.31460642 | |
| 2018-12-18 00:00:14,328 epoch 113 - iter 4872/6098 - loss 0.31504155 | |
| 2018-12-18 00:00:32,062 epoch 113 - iter 5481/6098 - loss 0.31480956 | |
| 2018-12-18 00:00:49,484 epoch 113 - iter 6090/6098 - loss 0.31583578 | |
| 2018-12-18 00:00:50,463 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:00:50,463 EPOCH 113 done: loss 0.3159 - lr 0.0500 - bad epochs 2 | |
| 2018-12-18 00:01:23,210 TEST : loss 0.25076538 - f-score 0.9250 - acc 0.9250 | |
| 2018-12-18 00:01:23,217 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:01:23,477 epoch 114 - iter 0/6098 - loss 0.22844474 | |
| 2018-12-18 00:01:41,028 epoch 114 - iter 609/6098 - loss 0.31415592 | |
| 2018-12-18 00:01:58,481 epoch 114 - iter 1218/6098 - loss 0.31364722 | |
| 2018-12-18 00:02:16,038 epoch 114 - iter 1827/6098 - loss 0.31296373 | |
| 2018-12-18 00:02:33,561 epoch 114 - iter 2436/6098 - loss 0.31356730 | |
| 2018-12-18 00:02:51,799 epoch 114 - iter 3045/6098 - loss 0.31465305 | |
| 2018-12-18 00:03:09,326 epoch 114 - iter 3654/6098 - loss 0.31453341 | |
| 2018-12-18 00:03:27,040 epoch 114 - iter 4263/6098 - loss 0.31482267 | |
| 2018-12-18 00:03:44,401 epoch 114 - iter 4872/6098 - loss 0.31484510 | |
| 2018-12-18 00:04:01,752 epoch 114 - iter 5481/6098 - loss 0.31471468 | |
| 2018-12-18 00:04:19,221 epoch 114 - iter 6090/6098 - loss 0.31524735 | |
| 2018-12-18 00:04:21,101 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:04:21,102 EPOCH 114 done: loss 0.3152 - lr 0.0500 - bad epochs 3 | |
| 2018-12-18 00:05:18,476 TEST : loss 0.24988891 - f-score 0.9246 - acc 0.9246 | |
| 2018-12-18 00:05:18,482 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:05:18,783 epoch 115 - iter 0/6098 - loss 0.43825510 | |
| 2018-12-18 00:05:35,630 epoch 115 - iter 609/6098 - loss 0.31129748 | |
| 2018-12-18 00:05:52,727 epoch 115 - iter 1218/6098 - loss 0.30665247 | |
| 2018-12-18 00:06:10,614 epoch 115 - iter 1827/6098 - loss 0.30569744 | |
| 2018-12-18 00:06:28,266 epoch 115 - iter 2436/6098 - loss 0.30697848 | |
| 2018-12-18 00:06:45,967 epoch 115 - iter 3045/6098 - loss 0.30634958 | |
| 2018-12-18 00:07:03,438 epoch 115 - iter 3654/6098 - loss 0.30578601 | |
| 2018-12-18 00:07:20,905 epoch 115 - iter 4263/6098 - loss 0.30567050 | |
| 2018-12-18 00:07:38,307 epoch 115 - iter 4872/6098 - loss 0.30607467 | |
| 2018-12-18 00:07:55,979 epoch 115 - iter 5481/6098 - loss 0.30641464 | |
| 2018-12-18 00:08:13,737 epoch 115 - iter 6090/6098 - loss 0.30640450 | |
| 2018-12-18 00:08:14,721 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:08:14,722 EPOCH 115 done: loss 0.3064 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:08:47,469 TEST : loss 0.24582577 - f-score 0.9260 - acc 0.9260 | |
| 2018-12-18 00:08:47,474 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:08:47,850 epoch 116 - iter 0/6098 - loss 0.22953674 | |
| 2018-12-18 00:09:05,752 epoch 116 - iter 609/6098 - loss 0.30639108 | |
| 2018-12-18 00:09:23,277 epoch 116 - iter 1218/6098 - loss 0.30651001 | |
| 2018-12-18 00:09:41,222 epoch 116 - iter 1827/6098 - loss 0.30497698 | |
| 2018-12-18 00:09:58,902 epoch 116 - iter 2436/6098 - loss 0.30479558 | |
| 2018-12-18 00:10:16,620 epoch 116 - iter 3045/6098 - loss 0.30401922 | |
| 2018-12-18 00:10:34,180 epoch 116 - iter 3654/6098 - loss 0.30456010 | |
| 2018-12-18 00:10:51,824 epoch 116 - iter 4263/6098 - loss 0.30459565 | |
| 2018-12-18 00:11:09,029 epoch 116 - iter 4872/6098 - loss 0.30440085 | |
| 2018-12-18 00:11:26,631 epoch 116 - iter 5481/6098 - loss 0.30412696 | |
| 2018-12-18 00:11:44,138 epoch 116 - iter 6090/6098 - loss 0.30370975 | |
| 2018-12-18 00:11:45,105 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:11:45,105 EPOCH 116 done: loss 0.3038 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:12:17,744 TEST : loss 0.24497454 - f-score 0.9264 - acc 0.9264 | |
| 2018-12-18 00:12:17,749 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:12:18,121 epoch 117 - iter 0/6098 - loss 0.35461631 | |
| 2018-12-18 00:12:35,783 epoch 117 - iter 609/6098 - loss 0.30232789 | |
| 2018-12-18 00:12:53,206 epoch 117 - iter 1218/6098 - loss 0.30219755 | |
| 2018-12-18 00:13:10,527 epoch 117 - iter 1827/6098 - loss 0.30260847 | |
| 2018-12-18 00:13:27,867 epoch 117 - iter 2436/6098 - loss 0.30212650 | |
| 2018-12-18 00:13:45,405 epoch 117 - iter 3045/6098 - loss 0.30252179 | |
| 2018-12-18 00:14:03,230 epoch 117 - iter 3654/6098 - loss 0.30270224 | |
| 2018-12-18 00:14:20,947 epoch 117 - iter 4263/6098 - loss 0.30321216 | |
| 2018-12-18 00:14:39,534 epoch 117 - iter 4872/6098 - loss 0.30325462 | |
| 2018-12-18 00:14:58,116 epoch 117 - iter 5481/6098 - loss 0.30315714 | |
| 2018-12-18 00:15:16,551 epoch 117 - iter 6090/6098 - loss 0.30267816 | |
| 2018-12-18 00:15:17,639 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:15:17,639 EPOCH 117 done: loss 0.3027 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:15:50,396 TEST : loss 0.24620701 - f-score 0.9262 - acc 0.9262 | |
| 2018-12-18 00:15:50,401 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:15:50,750 epoch 118 - iter 0/6098 - loss 0.46850413 | |
| 2018-12-18 00:16:08,434 epoch 118 - iter 609/6098 - loss 0.29880479 | |
| 2018-12-18 00:16:25,863 epoch 118 - iter 1218/6098 - loss 0.29922770 | |
| 2018-12-18 00:16:43,326 epoch 118 - iter 1827/6098 - loss 0.30111796 | |
| 2018-12-18 00:17:01,120 epoch 118 - iter 2436/6098 - loss 0.30049553 | |
| 2018-12-18 00:17:18,962 epoch 118 - iter 3045/6098 - loss 0.30133714 | |
| 2018-12-18 00:17:36,478 epoch 118 - iter 3654/6098 - loss 0.30152202 | |
| 2018-12-18 00:17:54,645 epoch 118 - iter 4263/6098 - loss 0.30172193 | |
| 2018-12-18 00:18:12,451 epoch 118 - iter 4872/6098 - loss 0.30154034 | |
| 2018-12-18 00:18:30,686 epoch 118 - iter 5481/6098 - loss 0.30165839 | |
| 2018-12-18 00:18:49,084 epoch 118 - iter 6090/6098 - loss 0.30190079 | |
| 2018-12-18 00:18:50,195 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:18:50,195 EPOCH 118 done: loss 0.3019 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:19:23,233 TEST : loss 0.24425828 - f-score 0.9262 - acc 0.9262 | |
| 2018-12-18 00:19:23,237 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:19:23,628 epoch 119 - iter 0/6098 - loss 0.22354802 | |
| 2018-12-18 00:19:41,676 epoch 119 - iter 609/6098 - loss 0.30155331 | |
| 2018-12-18 00:19:59,593 epoch 119 - iter 1218/6098 - loss 0.29921668 | |
| 2018-12-18 00:20:17,453 epoch 119 - iter 1827/6098 - loss 0.30093807 | |
| 2018-12-18 00:20:34,991 epoch 119 - iter 2436/6098 - loss 0.30215152 | |
| 2018-12-18 00:20:52,841 epoch 119 - iter 3045/6098 - loss 0.30192478 | |
| 2018-12-18 00:21:10,386 epoch 119 - iter 3654/6098 - loss 0.30097981 | |
| 2018-12-18 00:21:27,957 epoch 119 - iter 4263/6098 - loss 0.30125973 | |
| 2018-12-18 00:21:45,606 epoch 119 - iter 4872/6098 - loss 0.30092394 | |
| 2018-12-18 00:22:02,868 epoch 119 - iter 5481/6098 - loss 0.30114342 | |
| 2018-12-18 00:22:20,419 epoch 119 - iter 6090/6098 - loss 0.30135188 | |
| 2018-12-18 00:22:21,430 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:22:21,430 EPOCH 119 done: loss 0.3014 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:22:54,141 TEST : loss 0.24422492 - f-score 0.9265 - acc 0.9265 | |
| 2018-12-18 00:22:54,146 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:22:54,442 epoch 120 - iter 0/6098 - loss 0.21770109 | |
| 2018-12-18 00:23:11,940 epoch 120 - iter 609/6098 - loss 0.30193100 | |
| 2018-12-18 00:23:29,539 epoch 120 - iter 1218/6098 - loss 0.29927471 | |
| 2018-12-18 00:23:46,952 epoch 120 - iter 1827/6098 - loss 0.29864008 | |
| 2018-12-18 00:24:04,556 epoch 120 - iter 2436/6098 - loss 0.29943641 | |
| 2018-12-18 00:24:21,963 epoch 120 - iter 3045/6098 - loss 0.29928852 | |
| 2018-12-18 00:24:39,312 epoch 120 - iter 3654/6098 - loss 0.29942378 | |
| 2018-12-18 00:24:56,746 epoch 120 - iter 4263/6098 - loss 0.29899869 | |
| 2018-12-18 00:25:14,293 epoch 120 - iter 4872/6098 - loss 0.29932796 | |
| 2018-12-18 00:25:31,702 epoch 120 - iter 5481/6098 - loss 0.30017995 | |
| 2018-12-18 00:25:48,981 epoch 120 - iter 6090/6098 - loss 0.30061820 | |
| 2018-12-18 00:25:49,874 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:25:49,874 EPOCH 120 done: loss 0.3006 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:26:28,918 TEST : loss 0.24382383 - f-score 0.9267 - acc 0.9267 | |
| 2018-12-18 00:26:28,923 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:26:29,278 epoch 121 - iter 0/6098 - loss 0.33085862 | |
| 2018-12-18 00:26:47,214 epoch 121 - iter 609/6098 - loss 0.29515598 | |
| 2018-12-18 00:27:04,791 epoch 121 - iter 1218/6098 - loss 0.29525615 | |
| 2018-12-18 00:27:22,593 epoch 121 - iter 1827/6098 - loss 0.29634062 | |
| 2018-12-18 00:27:40,164 epoch 121 - iter 2436/6098 - loss 0.29693029 | |
| 2018-12-18 00:27:57,570 epoch 121 - iter 3045/6098 - loss 0.29748656 | |
| 2018-12-18 00:28:15,041 epoch 121 - iter 3654/6098 - loss 0.29864394 | |
| 2018-12-18 00:28:32,478 epoch 121 - iter 4263/6098 - loss 0.29901760 | |
| 2018-12-18 00:28:49,998 epoch 121 - iter 4872/6098 - loss 0.30039752 | |
| 2018-12-18 00:29:07,396 epoch 121 - iter 5481/6098 - loss 0.30071910 | |
| 2018-12-18 00:29:24,751 epoch 121 - iter 6090/6098 - loss 0.30062407 | |
| 2018-12-18 00:29:25,644 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:29:25,644 EPOCH 121 done: loss 0.3007 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:30:04,779 TEST : loss 0.24477538 - f-score 0.9267 - acc 0.9267 | |
| 2018-12-18 00:30:04,784 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:30:05,137 epoch 122 - iter 0/6098 - loss 0.23778668 | |
| 2018-12-18 00:30:22,938 epoch 122 - iter 609/6098 - loss 0.29734101 | |
| 2018-12-18 00:30:40,468 epoch 122 - iter 1218/6098 - loss 0.29920445 | |
| 2018-12-18 00:30:57,937 epoch 122 - iter 1827/6098 - loss 0.29838193 | |
| 2018-12-18 00:31:15,308 epoch 122 - iter 2436/6098 - loss 0.29808514 | |
| 2018-12-18 00:31:32,749 epoch 122 - iter 3045/6098 - loss 0.29802080 | |
| 2018-12-18 00:31:50,230 epoch 122 - iter 3654/6098 - loss 0.29826653 | |
| 2018-12-18 00:32:07,840 epoch 122 - iter 4263/6098 - loss 0.29821390 | |
| 2018-12-18 00:32:25,520 epoch 122 - iter 4872/6098 - loss 0.29952890 | |
| 2018-12-18 00:32:42,921 epoch 122 - iter 5481/6098 - loss 0.29992345 | |
| 2018-12-18 00:33:00,436 epoch 122 - iter 6090/6098 - loss 0.29975273 | |
| 2018-12-18 00:33:01,394 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:33:01,394 EPOCH 122 done: loss 0.2998 - lr 0.0250 - bad epochs 1 | |
| 2018-12-18 00:33:34,005 TEST : loss 0.24307433 - f-score 0.9268 - acc 0.9268 | |
| 2018-12-18 00:33:34,011 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:33:34,351 epoch 123 - iter 0/6098 - loss 0.29041359 | |
| 2018-12-18 00:33:52,082 epoch 123 - iter 609/6098 - loss 0.29746057 | |
| 2018-12-18 00:34:09,774 epoch 123 - iter 1218/6098 - loss 0.29935570 | |
| 2018-12-18 00:34:27,143 epoch 123 - iter 1827/6098 - loss 0.29825949 | |
| 2018-12-18 00:34:44,613 epoch 123 - iter 2436/6098 - loss 0.29794809 | |
| 2018-12-18 00:35:02,127 epoch 123 - iter 3045/6098 - loss 0.29723231 | |
| 2018-12-18 00:35:19,659 epoch 123 - iter 3654/6098 - loss 0.29798813 | |
| 2018-12-18 00:35:36,879 epoch 123 - iter 4263/6098 - loss 0.29838974 | |
| 2018-12-18 00:35:54,494 epoch 123 - iter 4872/6098 - loss 0.29785896 | |
| 2018-12-18 00:36:11,698 epoch 123 - iter 5481/6098 - loss 0.29782476 | |
| 2018-12-18 00:36:29,173 epoch 123 - iter 6090/6098 - loss 0.29850577 | |
| 2018-12-18 00:36:30,151 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:36:30,152 EPOCH 123 done: loss 0.2985 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:37:02,859 TEST : loss 0.24340984 - f-score 0.9269 - acc 0.9269 | |
| 2018-12-18 00:37:02,863 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:37:03,100 epoch 124 - iter 0/6098 - loss 0.58856952 | |
| 2018-12-18 00:37:20,894 epoch 124 - iter 609/6098 - loss 0.29613871 | |
| 2018-12-18 00:37:38,235 epoch 124 - iter 1218/6098 - loss 0.29342001 | |
| 2018-12-18 00:37:55,576 epoch 124 - iter 1827/6098 - loss 0.29510593 | |
| 2018-12-18 00:38:13,074 epoch 124 - iter 2436/6098 - loss 0.29518376 | |
| 2018-12-18 00:38:30,503 epoch 124 - iter 3045/6098 - loss 0.29547726 | |
| 2018-12-18 00:38:48,004 epoch 124 - iter 3654/6098 - loss 0.29569329 | |
| 2018-12-18 00:39:05,393 epoch 124 - iter 4263/6098 - loss 0.29627968 | |
| 2018-12-18 00:39:23,000 epoch 124 - iter 4872/6098 - loss 0.29756744 | |
| 2018-12-18 00:39:40,314 epoch 124 - iter 5481/6098 - loss 0.29785873 | |
| 2018-12-18 00:39:57,934 epoch 124 - iter 6090/6098 - loss 0.29820523 | |
| 2018-12-18 00:39:58,806 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:39:58,806 EPOCH 124 done: loss 0.2982 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:40:31,473 TEST : loss 0.24216856 - f-score 0.9272 - acc 0.9272 | |
| 2018-12-18 00:40:31,479 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:40:31,793 epoch 125 - iter 0/6098 - loss 0.34611732 | |
| 2018-12-18 00:40:49,544 epoch 125 - iter 609/6098 - loss 0.29641071 | |
| 2018-12-18 00:41:07,009 epoch 125 - iter 1218/6098 - loss 0.29600125 | |
| 2018-12-18 00:41:24,187 epoch 125 - iter 1827/6098 - loss 0.29685255 | |
| 2018-12-18 00:41:41,528 epoch 125 - iter 2436/6098 - loss 0.29649681 | |
| 2018-12-18 00:41:58,998 epoch 125 - iter 3045/6098 - loss 0.29715327 | |
| 2018-12-18 00:42:16,506 epoch 125 - iter 3654/6098 - loss 0.29751885 | |
| 2018-12-18 00:42:33,943 epoch 125 - iter 4263/6098 - loss 0.29800485 | |
| 2018-12-18 00:42:51,275 epoch 125 - iter 4872/6098 - loss 0.29808147 | |
| 2018-12-18 00:43:08,924 epoch 125 - iter 5481/6098 - loss 0.29816950 | |
| 2018-12-18 00:43:26,475 epoch 125 - iter 6090/6098 - loss 0.29817412 | |
| 2018-12-18 00:43:27,402 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:43:27,402 EPOCH 125 done: loss 0.2981 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:44:00,163 TEST : loss 0.24441503 - f-score 0.9270 - acc 0.9270 | |
| 2018-12-18 00:44:00,168 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:44:00,388 epoch 126 - iter 0/6098 - loss 0.39949870 | |
| 2018-12-18 00:44:18,090 epoch 126 - iter 609/6098 - loss 0.29768415 | |
| 2018-12-18 00:44:35,899 epoch 126 - iter 1218/6098 - loss 0.29740832 | |
| 2018-12-18 00:44:53,297 epoch 126 - iter 1827/6098 - loss 0.29538648 | |
| 2018-12-18 00:45:10,792 epoch 126 - iter 2436/6098 - loss 0.29499002 | |
| 2018-12-18 00:45:28,265 epoch 126 - iter 3045/6098 - loss 0.29536058 | |
| 2018-12-18 00:45:45,668 epoch 126 - iter 3654/6098 - loss 0.29551385 | |
| 2018-12-18 00:46:02,978 epoch 126 - iter 4263/6098 - loss 0.29464881 | |
| 2018-12-18 00:46:20,285 epoch 126 - iter 4872/6098 - loss 0.29494187 | |
| 2018-12-18 00:46:37,802 epoch 126 - iter 5481/6098 - loss 0.29567439 | |
| 2018-12-18 00:46:55,164 epoch 126 - iter 6090/6098 - loss 0.29595643 | |
| 2018-12-18 00:46:56,043 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:46:56,043 EPOCH 126 done: loss 0.2959 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:47:28,819 TEST : loss 0.24357370 - f-score 0.9271 - acc 0.9271 | |
| 2018-12-18 00:47:28,824 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:47:29,160 epoch 127 - iter 0/6098 - loss 0.24980558 | |
| 2018-12-18 00:47:47,122 epoch 127 - iter 609/6098 - loss 0.29287527 | |
| 2018-12-18 00:48:04,790 epoch 127 - iter 1218/6098 - loss 0.29560399 | |
| 2018-12-18 00:48:22,614 epoch 127 - iter 1827/6098 - loss 0.29716521 | |
| 2018-12-18 00:48:40,728 epoch 127 - iter 2436/6098 - loss 0.29642106 | |
| 2018-12-18 00:48:58,585 epoch 127 - iter 3045/6098 - loss 0.29671388 | |
| 2018-12-18 00:49:16,326 epoch 127 - iter 3654/6098 - loss 0.29630831 | |
| 2018-12-18 00:49:33,916 epoch 127 - iter 4263/6098 - loss 0.29615791 | |
| 2018-12-18 00:49:51,842 epoch 127 - iter 4872/6098 - loss 0.29660659 | |
| 2018-12-18 00:50:09,676 epoch 127 - iter 5481/6098 - loss 0.29736609 | |
| 2018-12-18 00:50:27,291 epoch 127 - iter 6090/6098 - loss 0.29699623 | |
| 2018-12-18 00:50:28,202 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:50:28,203 EPOCH 127 done: loss 0.2970 - lr 0.0250 - bad epochs 0 | |
| 2018-12-18 00:51:01,114 TEST : loss 0.24395745 - f-score 0.9268 - acc 0.9268 | |
| 2018-12-18 00:51:01,120 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:51:01,468 epoch 128 - iter 0/6098 - loss 0.28347051 | |
| 2018-12-18 00:51:19,309 epoch 128 - iter 609/6098 - loss 0.29659215 | |
| 2018-12-18 00:51:36,615 epoch 128 - iter 1218/6098 - loss 0.29498790 | |
| 2018-12-18 00:51:54,319 epoch 128 - iter 1827/6098 - loss 0.29491363 | |
| 2018-12-18 00:52:11,746 epoch 128 - iter 2436/6098 - loss 0.29632826 | |
| 2018-12-18 00:52:29,062 epoch 128 - iter 3045/6098 - loss 0.29660550 | |
| 2018-12-18 00:52:46,242 epoch 128 - iter 3654/6098 - loss 0.29628467 | |
| 2018-12-18 00:53:03,350 epoch 128 - iter 4263/6098 - loss 0.29686090 | |
| 2018-12-18 00:53:20,749 epoch 128 - iter 4872/6098 - loss 0.29718393 | |
| 2018-12-18 00:53:38,067 epoch 128 - iter 5481/6098 - loss 0.29707479 | |
| 2018-12-18 00:53:55,620 epoch 128 - iter 6090/6098 - loss 0.29712678 | |
| 2018-12-18 00:53:56,666 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:53:56,666 EPOCH 128 done: loss 0.2972 - lr 0.0250 - bad epochs 1 | |
| 2018-12-18 00:54:29,288 TEST : loss 0.24406777 - f-score 0.9272 - acc 0.9272 | |
| 2018-12-18 00:54:29,293 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:54:29,656 epoch 129 - iter 0/6098 - loss 0.34758410 | |
| 2018-12-18 00:54:47,290 epoch 129 - iter 609/6098 - loss 0.29461346 | |
| 2018-12-18 00:55:04,903 epoch 129 - iter 1218/6098 - loss 0.29441563 | |
| 2018-12-18 00:55:22,295 epoch 129 - iter 1827/6098 - loss 0.29498165 | |
| 2018-12-18 00:55:39,727 epoch 129 - iter 2436/6098 - loss 0.29618068 | |
| 2018-12-18 00:55:57,200 epoch 129 - iter 3045/6098 - loss 0.29679975 | |
| 2018-12-18 00:56:14,543 epoch 129 - iter 3654/6098 - loss 0.29700922 | |
| 2018-12-18 00:56:32,506 epoch 129 - iter 4263/6098 - loss 0.29717829 | |
| 2018-12-18 00:56:49,891 epoch 129 - iter 4872/6098 - loss 0.29704734 | |
| 2018-12-18 00:57:07,352 epoch 129 - iter 5481/6098 - loss 0.29687377 | |
| 2018-12-18 00:57:24,652 epoch 129 - iter 6090/6098 - loss 0.29696782 | |
| 2018-12-18 00:57:25,649 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:57:25,649 EPOCH 129 done: loss 0.2970 - lr 0.0250 - bad epochs 2 | |
| 2018-12-18 00:57:58,369 TEST : loss 0.24303631 - f-score 0.9272 - acc 0.9272 | |
| 2018-12-18 00:57:58,376 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 00:57:58,748 epoch 130 - iter 0/6098 - loss 0.39701396 | |
| 2018-12-18 00:58:16,189 epoch 130 - iter 609/6098 - loss 0.29407091 | |
| 2018-12-18 00:58:33,794 epoch 130 - iter 1218/6098 - loss 0.29484050 | |
| 2018-12-18 00:58:51,489 epoch 130 - iter 1827/6098 - loss 0.29659633 | |
| 2018-12-18 00:59:09,048 epoch 130 - iter 2436/6098 - loss 0.29664132 | |
| 2018-12-18 00:59:26,719 epoch 130 - iter 3045/6098 - loss 0.29697889 | |
| 2018-12-18 00:59:44,107 epoch 130 - iter 3654/6098 - loss 0.29739382 | |
| 2018-12-18 01:00:01,727 epoch 130 - iter 4263/6098 - loss 0.29820638 | |
| 2018-12-18 01:00:19,181 epoch 130 - iter 4872/6098 - loss 0.29803498 | |
| 2018-12-18 01:00:36,402 epoch 130 - iter 5481/6098 - loss 0.29798383 | |
| 2018-12-18 01:00:54,144 epoch 130 - iter 6090/6098 - loss 0.29798793 | |
| 2018-12-18 01:00:55,043 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:00:55,043 EPOCH 130 done: loss 0.2980 - lr 0.0250 - bad epochs 3 | |
| 2018-12-18 01:01:27,816 TEST : loss 0.24242127 - f-score 0.9273 - acc 0.9273 | |
| 2018-12-18 01:01:27,821 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:01:28,255 epoch 131 - iter 0/6098 - loss 0.33944425 | |
| 2018-12-18 01:01:45,731 epoch 131 - iter 609/6098 - loss 0.29224334 | |
| 2018-12-18 01:02:03,181 epoch 131 - iter 1218/6098 - loss 0.29182736 | |
| 2018-12-18 01:02:20,552 epoch 131 - iter 1827/6098 - loss 0.29147009 | |
| 2018-12-18 01:02:37,954 epoch 131 - iter 2436/6098 - loss 0.29199905 | |
| 2018-12-18 01:02:55,548 epoch 131 - iter 3045/6098 - loss 0.29253155 | |
| 2018-12-18 01:03:12,793 epoch 131 - iter 3654/6098 - loss 0.29247144 | |
| 2018-12-18 01:03:30,046 epoch 131 - iter 4263/6098 - loss 0.29258658 | |
| 2018-12-18 01:03:47,584 epoch 131 - iter 4872/6098 - loss 0.29210842 | |
| 2018-12-18 01:04:05,171 epoch 131 - iter 5481/6098 - loss 0.29192094 | |
| 2018-12-18 01:04:22,668 epoch 131 - iter 6090/6098 - loss 0.29205413 | |
| 2018-12-18 01:04:23,583 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:04:23,583 EPOCH 131 done: loss 0.2920 - lr 0.0125 - bad epochs 0 | |
| 2018-12-18 01:04:56,312 TEST : loss 0.24235331 - f-score 0.9273 - acc 0.9273 | |
| 2018-12-18 01:04:56,317 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:04:56,693 epoch 132 - iter 0/6098 - loss 0.26594561 | |
| 2018-12-18 01:05:14,502 epoch 132 - iter 609/6098 - loss 0.29252522 | |
| 2018-12-18 01:05:31,855 epoch 132 - iter 1218/6098 - loss 0.29184912 | |
| 2018-12-18 01:05:49,098 epoch 132 - iter 1827/6098 - loss 0.29216146 | |
| 2018-12-18 01:06:06,700 epoch 132 - iter 2436/6098 - loss 0.29211933 | |
| 2018-12-18 01:06:24,101 epoch 132 - iter 3045/6098 - loss 0.29110484 | |
| 2018-12-18 01:06:41,422 epoch 132 - iter 3654/6098 - loss 0.29119036 | |
| 2018-12-18 01:06:58,880 epoch 132 - iter 4263/6098 - loss 0.29167317 | |
| 2018-12-18 01:07:16,128 epoch 132 - iter 4872/6098 - loss 0.29110934 | |
| 2018-12-18 01:07:33,735 epoch 132 - iter 5481/6098 - loss 0.29136360 | |
| 2018-12-18 01:07:51,254 epoch 132 - iter 6090/6098 - loss 0.29138048 | |
| 2018-12-18 01:07:52,100 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:07:52,100 EPOCH 132 done: loss 0.2913 - lr 0.0125 - bad epochs 0 | |
| 2018-12-18 01:08:31,190 TEST : loss 0.24130684 - f-score 0.9278 - acc 0.9278 | |
| 2018-12-18 01:08:31,195 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:08:31,565 epoch 133 - iter 0/6098 - loss 0.53694528 | |
| 2018-12-18 01:08:49,248 epoch 133 - iter 609/6098 - loss 0.28750189 | |
| 2018-12-18 01:09:06,675 epoch 133 - iter 1218/6098 - loss 0.28837873 | |
| 2018-12-18 01:09:23,845 epoch 133 - iter 1827/6098 - loss 0.28741094 | |
| 2018-12-18 01:09:41,337 epoch 133 - iter 2436/6098 - loss 0.28865550 | |
| 2018-12-18 01:09:58,743 epoch 133 - iter 3045/6098 - loss 0.28974227 | |
| 2018-12-18 01:10:16,245 epoch 133 - iter 3654/6098 - loss 0.29018230 | |
| 2018-12-18 01:10:33,824 epoch 133 - iter 4263/6098 - loss 0.29009483 | |
| 2018-12-18 01:10:50,989 epoch 133 - iter 4872/6098 - loss 0.29008270 | |
| 2018-12-18 01:11:08,459 epoch 133 - iter 5481/6098 - loss 0.29023116 | |
| 2018-12-18 01:11:25,985 epoch 133 - iter 6090/6098 - loss 0.29006311 | |
| 2018-12-18 01:11:26,934 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:11:26,934 EPOCH 133 done: loss 0.2901 - lr 0.0125 - bad epochs 0 | |
| 2018-12-18 01:11:59,637 TEST : loss 0.24121310 - f-score 0.9277 - acc 0.9277 | |
| 2018-12-18 01:11:59,641 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:12:00,015 epoch 134 - iter 0/6098 - loss 0.25226846 | |
| 2018-12-18 01:12:17,687 epoch 134 - iter 609/6098 - loss 0.29261111 | |
| 2018-12-18 01:12:35,248 epoch 134 - iter 1218/6098 - loss 0.29321317 | |
| 2018-12-18 01:12:52,359 epoch 134 - iter 1827/6098 - loss 0.29216446 | |
| 2018-12-18 01:13:09,760 epoch 134 - iter 2436/6098 - loss 0.29141924 | |
| 2018-12-18 01:13:27,323 epoch 134 - iter 3045/6098 - loss 0.29149817 | |
| 2018-12-18 01:13:44,763 epoch 134 - iter 3654/6098 - loss 0.29043685 | |
| 2018-12-18 01:14:02,517 epoch 134 - iter 4263/6098 - loss 0.29082580 | |
| 2018-12-18 01:14:19,801 epoch 134 - iter 4872/6098 - loss 0.29115545 | |
| 2018-12-18 01:14:37,074 epoch 134 - iter 5481/6098 - loss 0.29044666 | |
| 2018-12-18 01:14:54,485 epoch 134 - iter 6090/6098 - loss 0.29006271 | |
| 2018-12-18 01:14:55,361 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:14:55,361 EPOCH 134 done: loss 0.2900 - lr 0.0125 - bad epochs 0 | |
| 2018-12-18 01:15:27,952 TEST : loss 0.24100257 - f-score 0.9279 - acc 0.9279 | |
| 2018-12-18 01:15:27,957 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:15:28,320 epoch 135 - iter 0/6098 - loss 0.15532678 | |
| 2018-12-18 01:15:45,671 epoch 135 - iter 609/6098 - loss 0.28995642 | |
| 2018-12-18 01:16:03,043 epoch 135 - iter 1218/6098 - loss 0.29011178 | |
| 2018-12-18 01:16:20,355 epoch 135 - iter 1827/6098 - loss 0.28914986 | |
| 2018-12-18 01:16:37,436 epoch 135 - iter 2436/6098 - loss 0.28824982 | |
| 2018-12-18 01:16:55,242 epoch 135 - iter 3045/6098 - loss 0.28906763 | |
| 2018-12-18 01:17:12,915 epoch 135 - iter 3654/6098 - loss 0.28924102 | |
| 2018-12-18 01:17:30,409 epoch 135 - iter 4263/6098 - loss 0.28865008 | |
| 2018-12-18 01:17:47,799 epoch 135 - iter 4872/6098 - loss 0.28931242 | |
| 2018-12-18 01:18:05,303 epoch 135 - iter 5481/6098 - loss 0.28939972 | |
| 2018-12-18 01:18:22,880 epoch 135 - iter 6090/6098 - loss 0.28949223 | |
| 2018-12-18 01:18:23,751 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:18:23,753 EPOCH 135 done: loss 0.2896 - lr 0.0125 - bad epochs 0 | |
| 2018-12-18 01:18:56,611 TEST : loss 0.24046767 - f-score 0.9280 - acc 0.9280 | |
| 2018-12-18 01:18:56,616 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:18:56,948 epoch 136 - iter 0/6098 - loss 0.22468956 | |
| 2018-12-18 01:19:14,862 epoch 136 - iter 609/6098 - loss 0.28680146 | |
| 2018-12-18 01:19:32,513 epoch 136 - iter 1218/6098 - loss 0.28680052 | |
| 2018-12-18 01:19:50,222 epoch 136 - iter 1827/6098 - loss 0.28614764 | |
| 2018-12-18 01:20:08,340 epoch 136 - iter 2436/6098 - loss 0.28743299 | |
| 2018-12-18 01:20:26,533 epoch 136 - iter 3045/6098 - loss 0.28731002 | |
| 2018-12-18 01:20:44,441 epoch 136 - iter 3654/6098 - loss 0.28800769 | |
| 2018-12-18 01:21:02,097 epoch 136 - iter 4263/6098 - loss 0.28845062 | |
| 2018-12-18 01:21:20,211 epoch 136 - iter 4872/6098 - loss 0.28851406 | |
| 2018-12-18 01:21:38,127 epoch 136 - iter 5481/6098 - loss 0.28883766 | |
| 2018-12-18 01:21:55,892 epoch 136 - iter 6090/6098 - loss 0.28899826 | |
| 2018-12-18 01:21:56,754 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:21:56,754 EPOCH 136 done: loss 0.2890 - lr 0.0125 - bad epochs 0 | |
| 2018-12-18 01:22:29,812 TEST : loss 0.24069361 - f-score 0.9281 - acc 0.9281 | |
| 2018-12-18 01:22:29,817 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:22:30,145 epoch 137 - iter 0/6098 - loss 0.34038505 | |
| 2018-12-18 01:22:47,946 epoch 137 - iter 609/6098 - loss 0.29054913 | |
| 2018-12-18 01:23:05,653 epoch 137 - iter 1218/6098 - loss 0.28961816 | |
| 2018-12-18 01:23:23,321 epoch 137 - iter 1827/6098 - loss 0.28851447 | |
| 2018-12-18 01:23:40,520 epoch 137 - iter 2436/6098 - loss 0.28912796 | |
| 2018-12-18 01:23:58,040 epoch 137 - iter 3045/6098 - loss 0.28861553 | |
| 2018-12-18 01:24:15,391 epoch 137 - iter 3654/6098 - loss 0.28886028 | |
| 2018-12-18 01:24:33,206 epoch 137 - iter 4263/6098 - loss 0.28846093 | |
| 2018-12-18 01:24:50,636 epoch 137 - iter 4872/6098 - loss 0.28827777 | |
| 2018-12-18 01:25:08,052 epoch 137 - iter 5481/6098 - loss 0.28878653 | |
| 2018-12-18 01:25:25,202 epoch 137 - iter 6090/6098 - loss 0.28822983 | |
| 2018-12-18 01:25:26,093 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:25:26,093 EPOCH 137 done: loss 0.2882 - lr 0.0125 - bad epochs 0 | |
| 2018-12-18 01:25:58,819 TEST : loss 0.24101213 - f-score 0.9280 - acc 0.9280 | |
| 2018-12-18 01:25:58,823 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:25:59,075 epoch 138 - iter 0/6098 - loss 0.24507761 | |
| 2018-12-18 01:26:16,658 epoch 138 - iter 609/6098 - loss 0.29139510 | |
| 2018-12-18 01:26:34,460 epoch 138 - iter 1218/6098 - loss 0.28966444 | |
| 2018-12-18 01:26:52,082 epoch 138 - iter 1827/6098 - loss 0.28883579 | |
| 2018-12-18 01:27:09,492 epoch 138 - iter 2436/6098 - loss 0.28983261 | |
| 2018-12-18 01:27:26,747 epoch 138 - iter 3045/6098 - loss 0.28793144 | |
| 2018-12-18 01:27:44,409 epoch 138 - iter 3654/6098 - loss 0.28745697 | |
| 2018-12-18 01:28:01,937 epoch 138 - iter 4263/6098 - loss 0.28737757 | |
| 2018-12-18 01:28:19,370 epoch 138 - iter 4872/6098 - loss 0.28791297 | |
| 2018-12-18 01:28:36,659 epoch 138 - iter 5481/6098 - loss 0.28865417 | |
| 2018-12-18 01:28:53,721 epoch 138 - iter 6090/6098 - loss 0.28863862 | |
| 2018-12-18 01:28:54,661 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:28:54,661 EPOCH 138 done: loss 0.2886 - lr 0.0125 - bad epochs 0 | |
| 2018-12-18 01:29:27,295 TEST : loss 0.23913105 - f-score 0.9282 - acc 0.9282 | |
| 2018-12-18 01:29:27,300 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:29:27,605 epoch 139 - iter 0/6098 - loss 0.37796164 | |
| 2018-12-18 01:29:45,254 epoch 139 - iter 609/6098 - loss 0.28753739 | |
| 2018-12-18 01:30:02,499 epoch 139 - iter 1218/6098 - loss 0.28542161 | |
| 2018-12-18 01:30:20,048 epoch 139 - iter 1827/6098 - loss 0.28689506 | |
| 2018-12-18 01:30:37,581 epoch 139 - iter 2436/6098 - loss 0.28781456 | |
| 2018-12-18 01:30:55,071 epoch 139 - iter 3045/6098 - loss 0.28727957 | |
| 2018-12-18 01:31:12,231 epoch 139 - iter 3654/6098 - loss 0.28788510 | |
| 2018-12-18 01:31:29,874 epoch 139 - iter 4263/6098 - loss 0.28777157 | |
| 2018-12-18 01:31:47,191 epoch 139 - iter 4872/6098 - loss 0.28806623 | |
| 2018-12-18 01:32:04,443 epoch 139 - iter 5481/6098 - loss 0.28909534 | |
| 2018-12-18 01:32:22,065 epoch 139 - iter 6090/6098 - loss 0.28928908 | |
| 2018-12-18 01:32:22,940 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:32:22,940 EPOCH 139 done: loss 0.2892 - lr 0.0125 - bad epochs 1 | |
| 2018-12-18 01:32:55,742 TEST : loss 0.24108742 - f-score 0.9281 - acc 0.9281 | |
| 2018-12-18 01:32:55,749 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:32:55,965 epoch 140 - iter 0/6098 - loss 0.16001084 | |
| 2018-12-18 01:33:13,249 epoch 140 - iter 609/6098 - loss 0.28648239 | |
| 2018-12-18 01:33:30,856 epoch 140 - iter 1218/6098 - loss 0.28778384 | |
| 2018-12-18 01:33:48,331 epoch 140 - iter 1827/6098 - loss 0.28805264 | |
| 2018-12-18 01:34:05,458 epoch 140 - iter 2436/6098 - loss 0.28876234 | |
| 2018-12-18 01:34:22,846 epoch 140 - iter 3045/6098 - loss 0.28925548 | |
| 2018-12-18 01:34:40,359 epoch 140 - iter 3654/6098 - loss 0.28951080 | |
| 2018-12-18 01:34:57,869 epoch 140 - iter 4263/6098 - loss 0.28812149 | |
| 2018-12-18 01:35:15,197 epoch 140 - iter 4872/6098 - loss 0.28791679 | |
| 2018-12-18 01:35:32,646 epoch 140 - iter 5481/6098 - loss 0.28765735 | |
| 2018-12-18 01:35:50,123 epoch 140 - iter 6090/6098 - loss 0.28788761 | |
| 2018-12-18 01:35:51,072 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:35:51,072 EPOCH 140 done: loss 0.2879 - lr 0.0125 - bad epochs 2 | |
| 2018-12-18 01:36:23,802 TEST : loss 0.24035130 - f-score 0.9279 - acc 0.9279 | |
| 2018-12-18 01:36:23,807 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:36:24,123 epoch 141 - iter 0/6098 - loss 0.27578583 | |
| 2018-12-18 01:36:41,810 epoch 141 - iter 609/6098 - loss 0.29082501 | |
| 2018-12-18 01:36:59,645 epoch 141 - iter 1218/6098 - loss 0.28940410 | |
| 2018-12-18 01:37:17,112 epoch 141 - iter 1827/6098 - loss 0.28903231 | |
| 2018-12-18 01:37:34,347 epoch 141 - iter 2436/6098 - loss 0.28662197 | |
| 2018-12-18 01:37:51,753 epoch 141 - iter 3045/6098 - loss 0.28671480 | |
| 2018-12-18 01:38:09,157 epoch 141 - iter 3654/6098 - loss 0.28700254 | |
| 2018-12-18 01:38:26,559 epoch 141 - iter 4263/6098 - loss 0.28697955 | |
| 2018-12-18 01:38:44,013 epoch 141 - iter 4872/6098 - loss 0.28732897 | |
| 2018-12-18 01:39:01,446 epoch 141 - iter 5481/6098 - loss 0.28710503 | |
| 2018-12-18 01:39:18,730 epoch 141 - iter 6090/6098 - loss 0.28706658 | |
| 2018-12-18 01:39:19,656 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:39:19,656 EPOCH 141 done: loss 0.2871 - lr 0.0125 - bad epochs 0 | |
| 2018-12-18 01:39:52,385 TEST : loss 0.23970853 - f-score 0.9281 - acc 0.9281 | |
| 2018-12-18 01:39:52,390 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:39:52,638 epoch 142 - iter 0/6098 - loss 0.50212938 | |
| 2018-12-18 01:40:10,208 epoch 142 - iter 609/6098 - loss 0.29129398 | |
| 2018-12-18 01:40:27,387 epoch 142 - iter 1218/6098 - loss 0.28833991 | |
| 2018-12-18 01:40:44,890 epoch 142 - iter 1827/6098 - loss 0.29077214 | |
| 2018-12-18 01:41:02,322 epoch 142 - iter 2436/6098 - loss 0.28942454 | |
| 2018-12-18 01:41:19,594 epoch 142 - iter 3045/6098 - loss 0.28927565 | |
| 2018-12-18 01:41:37,011 epoch 142 - iter 3654/6098 - loss 0.28854726 | |
| 2018-12-18 01:41:54,226 epoch 142 - iter 4263/6098 - loss 0.28882582 | |
| 2018-12-18 01:42:11,875 epoch 142 - iter 4872/6098 - loss 0.28846909 | |
| 2018-12-18 01:42:29,206 epoch 142 - iter 5481/6098 - loss 0.28832036 | |
| 2018-12-18 01:42:46,549 epoch 142 - iter 6090/6098 - loss 0.28832849 | |
| 2018-12-18 01:42:47,446 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:42:47,446 EPOCH 142 done: loss 0.2883 - lr 0.0125 - bad epochs 0 | |
| 2018-12-18 01:43:20,093 TEST : loss 0.23983903 - f-score 0.9283 - acc 0.9283 | |
| 2018-12-18 01:43:20,099 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:43:20,447 epoch 143 - iter 0/6098 - loss 0.21545757 | |
| 2018-12-18 01:43:37,931 epoch 143 - iter 609/6098 - loss 0.29008586 | |
| 2018-12-18 01:43:55,464 epoch 143 - iter 1218/6098 - loss 0.28803938 | |
| 2018-12-18 01:44:12,972 epoch 143 - iter 1827/6098 - loss 0.28891595 | |
| 2018-12-18 01:44:30,429 epoch 143 - iter 2436/6098 - loss 0.28804866 | |
| 2018-12-18 01:44:47,682 epoch 143 - iter 3045/6098 - loss 0.28893172 | |
| 2018-12-18 01:45:04,841 epoch 143 - iter 3654/6098 - loss 0.28939446 | |
| 2018-12-18 01:45:22,307 epoch 143 - iter 4263/6098 - loss 0.28970055 | |
| 2018-12-18 01:45:39,780 epoch 143 - iter 4872/6098 - loss 0.28927477 | |
| 2018-12-18 01:45:57,144 epoch 143 - iter 5481/6098 - loss 0.28957767 | |
| 2018-12-18 01:46:14,578 epoch 143 - iter 6090/6098 - loss 0.28975403 | |
| 2018-12-18 01:46:15,520 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:46:15,520 EPOCH 143 done: loss 0.2898 - lr 0.0125 - bad epochs 1 | |
| 2018-12-18 01:46:48,269 TEST : loss 0.23925728 - f-score 0.9282 - acc 0.9282 | |
| 2018-12-18 01:46:48,274 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:46:48,640 epoch 144 - iter 0/6098 - loss 0.29206651 | |
| 2018-12-18 01:47:06,171 epoch 144 - iter 609/6098 - loss 0.28651493 | |
| 2018-12-18 01:47:23,328 epoch 144 - iter 1218/6098 - loss 0.28732255 | |
| 2018-12-18 01:47:40,625 epoch 144 - iter 1827/6098 - loss 0.28720290 | |
| 2018-12-18 01:47:57,982 epoch 144 - iter 2436/6098 - loss 0.28773026 | |
| 2018-12-18 01:48:15,634 epoch 144 - iter 3045/6098 - loss 0.28804975 | |
| 2018-12-18 01:48:32,927 epoch 144 - iter 3654/6098 - loss 0.28780970 | |
| 2018-12-18 01:48:50,619 epoch 144 - iter 4263/6098 - loss 0.28764048 | |
| 2018-12-18 01:49:07,975 epoch 144 - iter 4872/6098 - loss 0.28780924 | |
| 2018-12-18 01:49:25,399 epoch 144 - iter 5481/6098 - loss 0.28811966 | |
| 2018-12-18 01:49:42,909 epoch 144 - iter 6090/6098 - loss 0.28807003 | |
| 2018-12-18 01:49:43,789 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:49:43,789 EPOCH 144 done: loss 0.2881 - lr 0.0125 - bad epochs 2 | |
| 2018-12-18 01:50:16,479 TEST : loss 0.24061060 - f-score 0.9280 - acc 0.9280 | |
| 2018-12-18 01:50:16,485 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:50:16,857 epoch 145 - iter 0/6098 - loss 0.19713546 | |
| 2018-12-18 01:50:34,918 epoch 145 - iter 609/6098 - loss 0.28625880 | |
| 2018-12-18 01:50:52,419 epoch 145 - iter 1218/6098 - loss 0.28686176 | |
| 2018-12-18 01:51:10,292 epoch 145 - iter 1827/6098 - loss 0.28895985 | |
| 2018-12-18 01:51:27,560 epoch 145 - iter 2436/6098 - loss 0.28815614 | |
| 2018-12-18 01:51:45,402 epoch 145 - iter 3045/6098 - loss 0.28924475 | |
| 2018-12-18 01:52:03,315 epoch 145 - iter 3654/6098 - loss 0.28882550 | |
| 2018-12-18 01:52:21,365 epoch 145 - iter 4263/6098 - loss 0.28842606 | |
| 2018-12-18 01:52:39,738 epoch 145 - iter 4872/6098 - loss 0.28859205 | |
| 2018-12-18 01:52:57,541 epoch 145 - iter 5481/6098 - loss 0.28851760 | |
| 2018-12-18 01:53:15,392 epoch 145 - iter 6090/6098 - loss 0.28781786 | |
| 2018-12-18 01:53:16,323 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:53:16,323 EPOCH 145 done: loss 0.2878 - lr 0.0125 - bad epochs 3 | |
| 2018-12-18 01:53:49,455 TEST : loss 0.24017327 - f-score 0.9285 - acc 0.9285 | |
| 2018-12-18 01:53:49,459 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:53:49,831 epoch 146 - iter 0/6098 - loss 0.26696062 | |
| 2018-12-18 01:54:08,248 epoch 146 - iter 609/6098 - loss 0.28359227 | |
| 2018-12-18 01:54:25,671 epoch 146 - iter 1218/6098 - loss 0.28559481 | |
| 2018-12-18 01:54:43,066 epoch 146 - iter 1827/6098 - loss 0.28594969 | |
| 2018-12-18 01:55:00,764 epoch 146 - iter 2436/6098 - loss 0.28628421 | |
| 2018-12-18 01:55:18,075 epoch 146 - iter 3045/6098 - loss 0.28620467 | |
| 2018-12-18 01:55:35,692 epoch 146 - iter 3654/6098 - loss 0.28597934 | |
| 2018-12-18 01:55:52,910 epoch 146 - iter 4263/6098 - loss 0.28632550 | |
| 2018-12-18 01:56:10,307 epoch 146 - iter 4872/6098 - loss 0.28675763 | |
| 2018-12-18 01:56:27,789 epoch 146 - iter 5481/6098 - loss 0.28699241 | |
| 2018-12-18 01:56:45,084 epoch 146 - iter 6090/6098 - loss 0.28629480 | |
| 2018-12-18 01:56:45,995 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:56:45,995 EPOCH 146 done: loss 0.2863 - lr 0.0063 - bad epochs 0 | |
| 2018-12-18 01:57:18,649 TEST : loss 0.23839080 - f-score 0.9286 - acc 0.9286 | |
| 2018-12-18 01:57:18,654 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 01:57:19,020 epoch 147 - iter 0/6098 - loss 0.26587084 | |
| 2018-12-18 01:57:36,494 epoch 147 - iter 609/6098 - loss 0.28318874 | |
| 2018-12-18 01:57:54,003 epoch 147 - iter 1218/6098 - loss 0.28361365 | |
| 2018-12-18 01:58:11,572 epoch 147 - iter 1827/6098 - loss 0.28283756 | |
| 2018-12-18 01:58:28,958 epoch 147 - iter 2436/6098 - loss 0.28331531 | |
| 2018-12-18 01:58:46,420 epoch 147 - iter 3045/6098 - loss 0.28344690 | |
| 2018-12-18 01:59:03,788 epoch 147 - iter 3654/6098 - loss 0.28285764 | |
| 2018-12-18 01:59:21,400 epoch 147 - iter 4263/6098 - loss 0.28356747 | |
| 2018-12-18 01:59:38,895 epoch 147 - iter 4872/6098 - loss 0.28414181 | |
| 2018-12-18 01:59:56,054 epoch 147 - iter 5481/6098 - loss 0.28509677 | |
| 2018-12-18 02:00:13,488 epoch 147 - iter 6090/6098 - loss 0.28488778 | |
| 2018-12-18 02:00:14,432 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:00:14,432 EPOCH 147 done: loss 0.2849 - lr 0.0063 - bad epochs 0 | |
| 2018-12-18 02:01:13,546 TEST : loss 0.23886713 - f-score 0.9286 - acc 0.9286 | |
| 2018-12-18 02:01:13,551 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:01:13,926 epoch 148 - iter 0/6098 - loss 0.28320479 | |
| 2018-12-18 02:01:31,155 epoch 148 - iter 609/6098 - loss 0.28355638 | |
| 2018-12-18 02:01:48,548 epoch 148 - iter 1218/6098 - loss 0.28553302 | |
| 2018-12-18 02:02:05,845 epoch 148 - iter 1827/6098 - loss 0.28461142 | |
| 2018-12-18 02:02:23,163 epoch 148 - iter 2436/6098 - loss 0.28416648 | |
| 2018-12-18 02:02:40,586 epoch 148 - iter 3045/6098 - loss 0.28277209 | |
| 2018-12-18 02:02:58,183 epoch 148 - iter 3654/6098 - loss 0.28409318 | |
| 2018-12-18 02:03:15,517 epoch 148 - iter 4263/6098 - loss 0.28359715 | |
| 2018-12-18 02:03:33,043 epoch 148 - iter 4872/6098 - loss 0.28347290 | |
| 2018-12-18 02:03:50,241 epoch 148 - iter 5481/6098 - loss 0.28453692 | |
| 2018-12-18 02:04:07,818 epoch 148 - iter 6090/6098 - loss 0.28410277 | |
| 2018-12-18 02:04:08,687 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:04:08,688 EPOCH 148 done: loss 0.2841 - lr 0.0063 - bad epochs 0 | |
| 2018-12-18 02:04:41,352 TEST : loss 0.23836398 - f-score 0.9287 - acc 0.9287 | |
| 2018-12-18 02:04:41,357 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:04:41,722 epoch 149 - iter 0/6098 - loss 0.25762051 | |
| 2018-12-18 02:04:59,370 epoch 149 - iter 609/6098 - loss 0.27871314 | |
| 2018-12-18 02:05:16,674 epoch 149 - iter 1218/6098 - loss 0.28067141 | |
| 2018-12-18 02:05:34,134 epoch 149 - iter 1827/6098 - loss 0.28202811 | |
| 2018-12-18 02:05:51,724 epoch 149 - iter 2436/6098 - loss 0.28275244 | |
| 2018-12-18 02:06:09,244 epoch 149 - iter 3045/6098 - loss 0.28285821 | |
| 2018-12-18 02:06:26,790 epoch 149 - iter 3654/6098 - loss 0.28334185 | |
| 2018-12-18 02:06:44,234 epoch 149 - iter 4263/6098 - loss 0.28408253 | |
| 2018-12-18 02:07:01,672 epoch 149 - iter 4872/6098 - loss 0.28400596 | |
| 2018-12-18 02:07:19,004 epoch 149 - iter 5481/6098 - loss 0.28437115 | |
| 2018-12-18 02:07:36,412 epoch 149 - iter 6090/6098 - loss 0.28467478 | |
| 2018-12-18 02:07:37,342 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:07:37,343 EPOCH 149 done: loss 0.2847 - lr 0.0063 - bad epochs 0 | |
| 2018-12-18 02:08:10,010 TEST : loss 0.23831798 - f-score 0.9288 - acc 0.9288 | |
| 2018-12-18 02:08:10,015 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:08:10,389 epoch 150 - iter 0/6098 - loss 0.30527046 | |
| 2018-12-18 02:08:27,966 epoch 150 - iter 609/6098 - loss 0.28160543 | |
| 2018-12-18 02:08:45,223 epoch 150 - iter 1218/6098 - loss 0.28401078 | |
| 2018-12-18 02:09:02,609 epoch 150 - iter 1827/6098 - loss 0.28401997 | |
| 2018-12-18 02:09:19,888 epoch 150 - iter 2436/6098 - loss 0.28483731 | |
| 2018-12-18 02:09:37,637 epoch 150 - iter 3045/6098 - loss 0.28476717 | |
| 2018-12-18 02:09:54,987 epoch 150 - iter 3654/6098 - loss 0.28507804 | |
| 2018-12-18 02:10:12,355 epoch 150 - iter 4263/6098 - loss 0.28451932 | |
| 2018-12-18 02:10:29,785 epoch 150 - iter 4872/6098 - loss 0.28405243 | |
| 2018-12-18 02:10:47,219 epoch 150 - iter 5481/6098 - loss 0.28405986 | |
| 2018-12-18 02:11:04,843 epoch 150 - iter 6090/6098 - loss 0.28367687 | |
| 2018-12-18 02:11:05,748 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:11:05,748 EPOCH 150 done: loss 0.2837 - lr 0.0063 - bad epochs 1 | |
| 2018-12-18 02:11:38,370 TEST : loss 0.23813424 - f-score 0.9288 - acc 0.9288 | |
| 2018-12-18 02:11:39,729 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:11:39,729 Testing using best model ... | |
| 2018-12-18 02:12:11,851 MICRO_AVG: acc 0.9288 - f1-score 0.9288 | |
| 2018-12-18 02:12:11,853 MARCO_AVG: acc 0.8832 - f1-score 0.9211 | |
| 2018-12-18 02:12:11,853 ADJ tp: 29524 - fp: 4297 - fn: 4506 - tn: 29524 - precision: 0.8729 - recall: 0.8676 - accuracy: 0.8703 - f1-score: 0.8702 | |
| 2018-12-18 02:12:11,853 ADP tp: 34399 - fp: 923 - fn: 739 - tn: 34399 - precision: 0.9739 - recall: 0.9790 - accuracy: 0.9764 - f1-score: 0.9764 | |
| 2018-12-18 02:12:11,853 ADV tp: 15942 - fp: 2056 - fn: 3600 - tn: 15942 - precision: 0.8858 - recall: 0.8158 - accuracy: 0.8493 - f1-score: 0.8494 | |
| 2018-12-18 02:12:11,853 AUX tp: 13123 - fp: 1207 - fn: 631 - tn: 13123 - precision: 0.9158 - recall: 0.9541 - accuracy: 0.9346 - f1-score: 0.9346 | |
| 2018-12-18 02:12:11,853 CCONJ tp: 11979 - fp: 194 - fn: 334 - tn: 11979 - precision: 0.9841 - recall: 0.9729 - accuracy: 0.9784 - f1-score: 0.9785 | |
| 2018-12-18 02:12:11,853 DET tp: 19151 - fp: 695 - fn: 708 - tn: 19151 - precision: 0.9650 - recall: 0.9643 - accuracy: 0.9647 - f1-score: 0.9646 | |
| 2018-12-18 02:12:11,853 INTJ tp: 130 - fp: 16 - fn: 80 - tn: 130 - precision: 0.8904 - recall: 0.6190 - accuracy: 0.7303 - f1-score: 0.7303 | |
| 2018-12-18 02:12:11,853 NOUN tp: 72457 - fp: 7591 - fn: 6558 - tn: 72457 - precision: 0.9052 - recall: 0.9170 - accuracy: 0.9110 - f1-score: 0.9111 | |
| 2018-12-18 02:12:11,853 NUM tp: 7341 - fp: 199 - fn: 413 - tn: 7341 - precision: 0.9736 - recall: 0.9467 - accuracy: 0.9600 - f1-score: 0.9600 | |
| 2018-12-18 02:12:11,853 PART tp: 3427 - fp: 189 - fn: 213 - tn: 3427 - precision: 0.9477 - recall: 0.9415 - accuracy: 0.9446 - f1-score: 0.9446 | |
| 2018-12-18 02:12:11,853 PRON tp: 16294 - fp: 881 - fn: 1189 - tn: 16294 - precision: 0.9487 - recall: 0.9320 - accuracy: 0.9403 - f1-score: 0.9403 | |
| 2018-12-18 02:12:11,853 PROPN tp: 17528 - fp: 2766 - fn: 1409 - tn: 17528 - precision: 0.8637 - recall: 0.9256 - accuracy: 0.8936 - f1-score: 0.8936 | |
| 2018-12-18 02:12:11,853 PUNCT tp: 48427 - fp: 95 - fn: 28 - tn: 48427 - precision: 0.9980 - recall: 0.9994 - accuracy: 0.9987 - f1-score: 0.9987 | |
| 2018-12-18 02:12:11,853 SCONJ tp: 6384 - fp: 352 - fn: 556 - tn: 6384 - precision: 0.9477 - recall: 0.9199 - accuracy: 0.9336 - f1-score: 0.9336 | |
| 2018-12-18 02:12:11,854 SYM tp: 336 - fp: 43 - fn: 125 - tn: 336 - precision: 0.8865 - recall: 0.7289 - accuracy: 0.8000 - f1-score: 0.8000 | |
| 2018-12-18 02:12:11,854 VERB tp: 31762 - fp: 3645 - fn: 3784 - tn: 31762 - precision: 0.8971 - recall: 0.8935 - accuracy: 0.8953 - f1-score: 0.8953 | |
| 2018-12-18 02:12:11,854 X tp: 130 - fp: 32 - fn: 308 - tn: 130 - precision: 0.8025 - recall: 0.2968 - accuracy: 0.4333 - f1-score: 0.4333 | |
| 2018-12-18 02:12:11,854 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:11,854 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:14,275 ud_english: loss 0.25719669 - f-score 0.9347 - acc 0.9347 | |
| 2018-12-18 02:12:14,275 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:15,789 ud_german: loss 0.25717276 - f-score 0.9320 - acc 0.9320 | |
| 2018-12-18 02:12:15,789 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:16,702 ud_french: loss 0.12044714 - f-score 0.9644 - acc 0.9644 | |
| 2018-12-18 02:12:16,702 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:17,653 ud_italian: loss 0.10299665 - f-score 0.9637 - acc 0.9637 | |
| 2018-12-18 02:12:17,653 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:18,644 ud_dutch: loss 0.24306209 - f-score 0.9282 - acc 0.9282 | |
| 2018-12-18 02:12:18,644 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:19,935 ud_polish: loss 0.16599476 - f-score 0.9457 - acc 0.9457 | |
| 2018-12-18 02:12:19,935 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:21,812 ud_swedish: loss 0.35621628 - f-score 0.8810 - acc 0.8810 | |
| 2018-12-18 02:12:21,814 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:24,565 ud_norwegian: loss 0.22999576 - f-score 0.9307 - acc 0.9307 | |
| 2018-12-18 02:12:24,566 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:25,491 ud_danish: loss 0.38800609 - f-score 0.8827 - acc 0.8827 | |
| 2018-12-18 02:12:25,491 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:27,449 ud_finnish: loss 0.53236979 - f-score 0.8295 - acc 0.8295 | |
| 2018-12-18 02:12:27,450 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:43,276 ud_czech: loss 0.18890308 - f-score 0.9423 - acc 0.9423 | |
| 2018-12-18 02:12:43,277 ---------------------------------------------------------------------------------------------------- | |
| 2018-12-18 02:12:44,386 ud_spanish: loss 0.25402331 - f-score 0.9273 - acc 0.9273 | |